{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "301cf4f1-8e6d-48a8-8548-a918ce81e997",
   "metadata": {},
   "source": [
    "# Advance Plotting with Matplotlib and Seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "66d05595-285e-4752-9de3-8edf9b629a1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d2a68f61-c16a-47c5-88d1-3d0dd17fd781",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(244, 7)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/tips.csv')\n",
    "\n",
    "print(df.shape)\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d931392-85df-42b9-ab53-864dd0d196ef",
   "metadata": {},
   "source": [
    "## Basic Data Check"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ebfcef6a-cbdc-49e3-bde6-0559227585c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(244, 7)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "73bf8a86-1ea5-46f7-a99b-5920e5eb51c0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['total_bill', 'tip', 'sex', 'smoker', 'day', 'time', 'size'], dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bb78da62-13de-47ac-bcb2-c34c53bef63d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 244 entries, 0 to 243\n",
      "Data columns (total 7 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   total_bill  244 non-null    float64\n",
      " 1   tip         244 non-null    float64\n",
      " 2   sex         244 non-null    object \n",
      " 3   smoker      244 non-null    object \n",
      " 4   day         244 non-null    object \n",
      " 5   time        244 non-null    object \n",
      " 6   size        244 non-null    int64  \n",
      "dtypes: float64(2), int64(1), object(4)\n",
      "memory usage: 13.5+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d1c4e184-ec77-450f-973f-1aca0da4d9e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "total_bill    float64\n",
       "tip           float64\n",
       "sex            object\n",
       "smoker         object\n",
       "day            object\n",
       "time           object\n",
       "size            int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "572046c6-8ccf-48ed-936c-f6ae2c15cd8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "total_bill    0\n",
       "tip           0\n",
       "sex           0\n",
       "smoker        0\n",
       "day           0\n",
       "time          0\n",
       "size          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Missing Value Check\n",
    "df.isnull().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eebcdeaa-8617-49c4-bf99-bedeedd163d7",
   "metadata": {},
   "source": [
    "## Univariate - Non Visual Statistical Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6987bcea-5ada-4bbb-8aac-219cd95d737e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def discrete_univariate_analysis(discrete_data):\n",
    "    for col_name in discrete_data:\n",
    "        print(\"*\"*10, col_name, \"*\"*10)\n",
    "        print(discrete_data[col_name].agg(['count', 'nunique', 'unique']))\n",
    "        print('Value Counts: \\n', discrete_data[col_name].value_counts())\n",
    "        print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "95c332bd-6921-45c5-888d-08ae34d2e43a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def numerical_univariate_analysis(numerical_data):\n",
    "    for col_name in numerical_data:\n",
    "        print(\"*\"*10, col_name, \"*\"*10)\n",
    "        print(numerical_data[col_name].agg(['count', 'min', 'max', 'mean', 'median', 'std', 'skew']))\n",
    "        print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d6ba5d81-e2e8-4446-aad4-838914f98a58",
   "metadata": {},
   "outputs": [],
   "source": [
    "discrete_df = df.select_dtypes(include=['object'])\n",
    "\n",
    "numerical_df = df.select_dtypes(include=['float64', 'int64'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "31040cbf-f1ba-4b2e-9423-96abb899a94d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "********** sex **********\n",
      "count                 244\n",
      "nunique                 2\n",
      "unique     [Female, Male]\n",
      "Name: sex, dtype: object\n",
      "Value Counts: \n",
      " sex\n",
      "Male      157\n",
      "Female     87\n",
      "Name: count, dtype: int64\n",
      "\n",
      "********** smoker **********\n",
      "count            244\n",
      "nunique            2\n",
      "unique     [No, Yes]\n",
      "Name: smoker, dtype: object\n",
      "Value Counts: \n",
      " smoker\n",
      "No     151\n",
      "Yes     93\n",
      "Name: count, dtype: int64\n",
      "\n",
      "********** day **********\n",
      "count                        244\n",
      "nunique                        4\n",
      "unique     [Sun, Sat, Thur, Fri]\n",
      "Name: day, dtype: object\n",
      "Value Counts: \n",
      " day\n",
      "Sat     87\n",
      "Sun     76\n",
      "Thur    62\n",
      "Fri     19\n",
      "Name: count, dtype: int64\n",
      "\n",
      "********** time **********\n",
      "count                  244\n",
      "nunique                  2\n",
      "unique     [Dinner, Lunch]\n",
      "Name: time, dtype: object\n",
      "Value Counts: \n",
      " time\n",
      "Dinner    176\n",
      "Lunch      68\n",
      "Name: count, dtype: int64\n",
      "\n"
     ]
    }
   ],
   "source": [
    "discrete_univariate_analysis(discrete_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "a1e2920b-123b-4ac6-9e6f-2f69664262cb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "********** total_bill **********\n",
      "count     244.000000\n",
      "min         3.070000\n",
      "max        50.810000\n",
      "mean       19.785943\n",
      "median     17.795000\n",
      "std         8.902412\n",
      "skew        1.133213\n",
      "Name: total_bill, dtype: float64\n",
      "\n",
      "********** tip **********\n",
      "count     244.000000\n",
      "min         1.000000\n",
      "max        10.000000\n",
      "mean        2.998279\n",
      "median      2.900000\n",
      "std         1.383638\n",
      "skew        1.465451\n",
      "Name: tip, dtype: float64\n",
      "\n",
      "********** size **********\n",
      "count     244.000000\n",
      "min         1.000000\n",
      "max         6.000000\n",
      "mean        2.569672\n",
      "median      2.000000\n",
      "std         0.951100\n",
      "skew        1.447882\n",
      "Name: size, dtype: float64\n",
      "\n"
     ]
    }
   ],
   "source": [
    "numerical_univariate_analysis(numerical_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1c2910c-0717-44a6-a0d7-3ea935cc68a8",
   "metadata": {},
   "source": [
    "## Bivariate - Non Visual Statistical Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a8843103-ae32-4a8c-aec3-1b9fbe1c072f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>total_bill</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.675734</td>\n",
       "      <td>0.598315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tip</th>\n",
       "      <td>0.675734</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.489299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>size</th>\n",
       "      <td>0.598315</td>\n",
       "      <td>0.489299</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            total_bill       tip      size\n",
       "total_bill    1.000000  0.675734  0.598315\n",
       "tip           0.675734  1.000000  0.489299\n",
       "size          0.598315  0.489299  1.000000"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# num vs num\n",
    "\n",
    "numerical_df.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f73c5cdc-a517-4807-bf18-0d3863bfcbe1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>smoker</th>\n",
       "      <th>No</th>\n",
       "      <th>Yes</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sex</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Female</th>\n",
       "      <td>0.620690</td>\n",
       "      <td>0.379310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Male</th>\n",
       "      <td>0.617834</td>\n",
       "      <td>0.382166</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "smoker        No       Yes\n",
       "sex                       \n",
       "Female  0.620690  0.379310\n",
       "Male    0.617834  0.382166"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# cat vs cat\n",
    "\n",
    "pd.crosstab(discrete_df['sex'], discrete_df['smoker'], normalize='index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "77a2ba22-6a8f-45c9-b6e7-504870c8520e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sex</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Female</th>\n",
       "      <td>3.07</td>\n",
       "      <td>44.30</td>\n",
       "      <td>18.056897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Male</th>\n",
       "      <td>7.25</td>\n",
       "      <td>50.81</td>\n",
       "      <td>20.744076</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         min    max       mean\n",
       "sex                           \n",
       "Female  3.07  44.30  18.056897\n",
       "Male    7.25  50.81  20.744076"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# num vs cat\n",
    "\n",
    "g = df.groupby('sex')\n",
    "\n",
    "g['total_bill'].agg(['min', 'max', 'mean'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "957a6139-bf33-4315-b3bc-938dceeb6211",
   "metadata": {},
   "source": [
    "## Univariate Plotting For Numerical Columns - Histogram, KDE, CDF and Box Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2b9da1ca-830c-4031-bbd1-c69a36dd23fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "# total_bill - Histogram and Box plot + kde and ecdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f8d93277-8f0b-4ff2-a633-0f12a758c3e4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='total_bill', ylabel='Count'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data=df, x=\"total_bill\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7fb0f05f-d535-432e-afd0-531dac65868c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='total_bill'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=df, x=\"total_bill\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "fb84d3a0-c0e0-4ffb-9da8-cea4ebcbd88f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='total_bill', ylabel='Density'>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(data=df, x=\"total_bill\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "67aa5939-5e5e-4339-897d-00cc32028340",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='total_bill', ylabel='Proportion'>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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wdG1JhXZ8/k9PGwM2AKINIzeAhTS1uLyCTfaIAcy1ARB1GLkBLKpyaa4GJtqZawMg6jByA1hUgj2WYAMgKhFuAACApRBuAItov0oKAKKV6eFm7dq1yszMVJ8+fZSTk6Pt27ef9vqjR49qwYIFSk9PV1xcnL773e/qzTffDFFvgfDUukoq+/4/mt0VADCdqROKN27cqIKCApWUlCgnJ0crV65UXl6e9uzZo8GDB3e43ul06l/+5V80ePBgvfjiixo6dKg+//xz9e/fP/SdB8KEYRj6qsHJKikA+JbNMMw7Wi8nJ0cXXHCB1qxZI0lyu93KyMhQfn6+lixZ0uH6kpISPfroo9q9e7d69+7t19esr69XcnKy6urqlJSU1KP+A2bzta8Nq6QAWFF3fn+bVpZyOp3asWOHcnNzT3UmJka5ubmqqKjwec9rr70mh8OhBQsWKDU1VWPHjtWDDz4ol6vzeQbNzc2qr6/3+gCswte+NgQbANHOtLLUkSNH5HK5lJqa6tWempqq3bt3+7zns88+0zvvvKNZs2bpzTff1N69e3X77berpaVFRUVFPu8pLi7WihUrAt5/INwwYgMAJ5k+obg73G63Bg8erKeeekoTJkzQjBkz9Itf/EIlJSWd3lNYWKi6ujrPx4EDB0LYYyB42q+OYl8bADjJtJGblJQUxcbGqra21qu9trZWaWlpPu9JT09X7969FRt7aqLk9773PdXU1MjpdMput3e4Jy4uTnFxcYHtPGAyX3NtAAAnmTZyY7fbNWHCBJWVlXna3G63ysrK5HA4fN5z8cUXa+/evXK73Z62jz/+WOnp6T6DDWBVjU7OkAKAzphaliooKNDTTz+t3/72t9q1a5duu+02NTQ0aO7cuZKk2bNnq7Cw0HP9bbfdpq+//lqLFi3Sxx9/rDfeeEMPPvigFixYYNa3AISc221o6uptnteVS3O1ab6DkhQAfMuvspTL5dJzzz2nsrIyHTp0yGskRZLeeeedLn2eGTNm6PDhw1q+fLlqamo0fvx4bd682TPJuLq6WjExp/JXRkaGtmzZojvuuEPjxo3T0KFDtWjRIt19993+fBtAxDGMk8Fm35EGSdKY9CQmEQNAO37tc7Nw4UI999xzuuqqq5Sent7hB+vjjz8esA4GGvvcIBIZhqGmFpcanS7PLsQjUxJVVnCpYmIINgCsrzu/v/0audmwYYNeeOEFTZkyxa8OAui6ziYPl+ZPItgAgA9+hRu73a5zzjkn0H0B0Ebb0Zr2wSZ7xAAl2JlADAC++BVu7rzzTq1atUpr1qyh1g8EQWejNZVLc5Vgj1V8b/a0AYDO+BVutm3bpq1bt+oPf/iDzjvvvA7nPL300ksB6RwQrdofqyBxtAIAdJVf4aZ///766U9/Gui+APhW22n+jNYAQPf4FW6effbZQPcDwLcMw9B1JacOj02wxyrBbtpm4gAQcXr0E/Pw4cPas2ePJGn06NEaNGhQQDoFRLOmFpf+fvDk6fVj0pPYeRgAusmvHYobGhp00003KT09XT/84Q/1wx/+UEOGDNG8efPU2NgY6D4CUaP9YZjsPAwA3edXuCkoKFB5eblef/11HT16VEePHtWrr76q8vJy3XnnnYHuIxAV3G5DVz2xzbNJnySRawCg+/wqS/3+97/Xiy++qMsuu8zTNmXKFMXHx+v666/Xk08+Gaj+AVGh9ViF1nKUxGGYAOAvv8JNY2Oj5/yntgYPHkxZCvBD23k2I1MSVZo/SQl2VkcBgD/8Kks5HA4VFRXp+PHjnrampiatWLFCDocjYJ0DolFp/iQlxvUi2ACAn/wauVm1apXy8vI0bNgwZWVlSZL++te/qk+fPtqyZUtAOwhEGzINAPSMX+Fm7Nix+uSTT/T8889r9+7dkqSZM2dq1qxZio+PD2gHgWjQdtM+AEDP+L3PTUJCgm655ZZA9gWISu037QMA9EyXw81rr72mK6+8Ur1799Zrr7122mt/8pOf9LhjQLRg0z4ACKwuh5vp06erpqZGgwcP1vTp0zu9zmazyeVydfo+gM6xaR8A9FyXw43b7fb5ZwA903a+DbkGAHrOr6Xg69atU3Nzc4d2p9OpdevW9bhTQLRgvg0ABJ5f4Wbu3Lmqq6vr0H7s2DHNnTu3x50CokWjk/k2ABBofoUbwzB8zgv4xz/+oeTk5B53CogGbvfJIxdaMd8GAAKjW0vBv//978tms8lms2ny5Mnq1evU7S6XS/v27dOPf/zjgHcSsJrWs6T2HWmQdHLUJsHOqA0ABEK3wk3rKqmqqirl5eWpb9++nvfsdrsyMzN1zTXXBLSDgBX5OkuKURsACIxuhZuioiK5XC5lZmbqiiuuUHp6erD6BUSN0vxJiokh2ABAoHR7zk1sbKx+9rOfeR2aCcB/DNgAQGD5NaF47Nix+uyzzwLdFyBqcJYUAASPX+Hm/vvv11133aXS0lIdPHhQ9fX1Xh8AOsfeNgAQXH4dnDllyhRJJ8+QajsJsnWJOMcvAJ3jLCkACC6/ws3WrVsD3Q8gKrG3DQAEnl/h5tJLLw10P4CoYBiGGp2nRjbJNQAQeH6FG0k6evSonnnmGe3atUuSdN555+mmm25ih2KgE4Zh6NqSCu34/J9mdwUALM2vCcWVlZU6++yz9fjjj+vrr7/W119/rccee0xnn322du7cGeg+ApbQ6HR5BZvsEQOYbwMAQWAzjO4vSr3kkkt0zjnn6Omnn/YcwXDixAndfPPN+uyzz/Tee+8FvKOBUl9fr+TkZNXV1SkpKcns7iBKGIahq57Y5plIXLk0VwMT7cy3AYAu6s7vb7/KUpWVlV7BRpJ69eqln//858rOzvbnUwKW1n6FFMEGAILHr7JUUlKSqqurO7QfOHBA/fr163GnACtjhRQABJdf4WbGjBmaN2+eNm7cqAMHDujAgQPasGGDbr75Zs2cOTPQfQQiGiukACC0/CpL/epXv5LNZtPs2bN14sQJSVLv3r1122236aGHHgpoB4FIxgopAAg9v8KN3W7XqlWrVFxcrE8//VSSdPbZZyshISGgnQMiXVMLK6QAINT83udGkhISEtS/f3/PnwF0jhVSABAafs25OXHihJYtW6bk5GRlZmYqMzNTycnJWrp0qVpaWgLdR8ASEuyxBBsACAG/Rm7y8/P10ksv6ZFHHpHD4ZAkVVRU6N5779VXX32lJ598MqCdBCJR+4nEAIDQ8CvcrF+/Xhs2bNCVV17paRs3bpwyMjI0c+ZMwg2intttaOrqU5v2AQBCx6+yVFxcnDIzMzu0jxw5Una7vad9AiKaYXQMNkwkBoDQ8SvcLFy4UPfdd5+am5s9bc3NzXrggQe0cOHCgHUOiERtdyMemZKov63IY+M+AAghv8pS//d//6eysjINGzZMWVlZkqS//vWvcjqdmjx5sq6++mrPtS+99FJgegpEoNL8SUqM69GiRABAN/n1U7d///665pprvNoyMjIC0iHAShisAYDQ8yvcPPvss4HuB2AZhmF2DwAguvVovPzw4cPas2ePJGn06NEaNGhQQDoFRKLWpd9TV28zuysAENX8CjcNDQ3Kz8/XunXr5Ha7JUmxsbGaPXu2Vq9ezW7FiDq+zpAak57ECikAMIFfq6UKCgpUXl6u119/XUePHtXRo0f16quvqry8XHfeeWeg+wiEvUanq0OwKc2fxAopADCBzTC6P0MgJSVFL774oi677DKv9q1bt+r666/X4cOHA9W/gKuvr1dycrLq6uqUlJRkdndgAYZh6KonTu1rwxlSABB43fn97dfITWNjo1JTUzu0Dx48WI2Njf58SiBitd3XZkx6EsEGAEzmV7hxOBwqKirS8ePHPW1NTU1asWKF56wpIFq0Hftksz4AMJ9fE4pXrlypH//4xx028evTp4+2bNkS0A4C4cwwDF1XUuF5Ta4BAPP5FW7OP/98ffLJJ3r++ee1e/duSdLMmTM1a9YsxcfHB7SDQDhrX5JidRQAmK/b4aalpUXnnnuuSktLdcsttwSjT0BEoiQFAOGh23Nuevfu7TXXBsBJ5BoACA9+TShesGCBHn74YZ04cSLQ/QEAAOgRv+bcfPDBByorK9Nbb72l888/X4mJiV7vcxI4ogXnSAFA+AnYqeBAtGm/UgoAEB66FW7cbrceffRRffzxx3I6nfrRj36ke++9lxVSiEqslAKA8NStOTcPPPCA7rnnHvXt21dDhw7VE088oQULFgSrb0DEYKUUAISPboWbdevW6de//rW2bNmiV155Ra+//rqef/55z8ngQLQi1wBA+OhWuKmurtaUKVM8r3Nzc2Wz2fTll1/2qBNr165VZmam+vTpo5ycHG3fvr1L923YsEE2m03Tp0/v0dcH/MFkYgAIT90KNydOnFCfPn282nr37q2Wlha/O7Bx40YVFBSoqKhIO3fuVFZWlvLy8nTo0KHT3rd//37ddddduuSSS/z+2oC/mEwMAOGrWxOKDcPQjTfeqLi4OE/b8ePHNX/+fK/l4N1ZCv7YY4/plltu0dy5cyVJJSUleuONN/Tf//3fWrJkic97XC6XZs2apRUrVuhPf/qTjh492p1vA+gxJhMDQPjqVriZM2dOh7b/+I//8PuLO51O7dixQ4WFhZ62mJgY5ebmqqKi838V//KXv9TgwYM1b948/elPfzrt12hublZzc7PndX19vd/9BaSTIb/R6fK8ZjIxAISXboWbZ599NqBf/MiRI3K5XEpNTfVqT01N9RzI2d62bdv0zDPPqKqqqktfo7i4WCtWrOhpVwFJJ4PNtSUV2vH5Pz1t5BoACC9+Hb9glmPHjumGG27Q008/rZSUlC7dU1hYqLq6Os/HgQMHgtxLWFlTi8sr2GSPGEBJCgDCjF87FAdKSkqKYmNjVVtb69VeW1urtLS0Dtd/+umn2r9/v6ZNm+Zpa12G3qtXL+3Zs0dnn3221z1xcXFec4SAQKlcmquBiXZKUgAQZkwdubHb7ZowYYLKyso8bW63W2VlZXI4HB2uP/fcc/Xhhx+qqqrK8/GTn/xEl19+uaqqqpSRkRHK7iPKJdhjCTYAEIZMHbmRpIKCAs2ZM0fZ2dmaOHGiVq5cqYaGBs/qqdmzZ2vo0KEqLi5Wnz59NHbsWK/7+/fvL0kd2gEAQHQyPdzMmDFDhw8f1vLly1VTU6Px48dr8+bNnknG1dXViomJqKlBsDA27gOA8GczjOj6cV1fX6/k5GTV1dUpKSnJ7O4ggrjdhiY/Vq59RxokSX//ZZ4S7Kb/+wAAokJ3fn8zJAJ0gWEYmrp6myfYsHEfAIQvwg3QBW13JB6ZkqjS/ElMJgaAMEW4AbqgbfG2NH+SYmIINgAQrgg3wBm0PySTARsACG+EG+AMOCQTACIL4QY4g7YlKQ7JBIDwR7gBToOSFABEHsINcBqNTkpSABBpCDdAJ9zuk3vbtKIkBQCRgXAD+OBr074EO6M2ABAJCDeAD2zaBwCRi3ADnAGb9gFAZCHcAGfAgA0ARBaONAbaMAxDTS0uNTpdZncFAOAnwg3wLcMwdG1JhXZ8/k+zuwIA6AHKUsC3mlpcHYJN9ogB7G0DABGGkRvAh8qluUqwxyq+dyyrpAAgwhBuAJ0sSbWdZ5Ngj1WCnf89ACAS8dMbUY+5NgBgLcy5QdRrdHrPtWGeDQBENkZuENXan/pduTRXAxPtzLMBgAjGyA2iWttjFsakJxFsAMACCDeIWu0nEXPqNwBYA2UpRCVfk4jJNQBgDYzcICq137CPScQAYB2M3CDqtC9HMYkYAKyFcIOo4qsclWBnF2IAsBLKUogqlKMAwPoYuUHUoBwFANGBcIOoQDkKAKIHZSlEBcpRABA9GLlBVDCMU3+mHAUA1sbIDSyv/flRlKMAwNoIN7C8Rqf3+VGUowDA2gg3sDS329DU1ds8rzk/CgCsj3ADyzKMk8Fm35EGSSdHbRLsjNoAgNURbmBZTS2nylEjUxJVmj+JURsAiAKsloLlGIahphaX14Z9pfmTFBNDsAGAaEC4gaX42qxPkhiwAYDoQVkKltJ+sz6JDfsAINowcgPLqlyaqwR7rOJ7s68NAEQTwg0sK8EeqwQ7f8UBINpQlgIAAJZCuIGltD1DCgAQnQg3sIz2Z0gBAKIT4QaW0XbTPs6QAoDoRbiBZbQtSXGGFABEL8INLKF9SYpcAwDRi3ADS6AkBQBoRbiBJVCSAgC0Itwg4lGSAgC0RbhBxKMkBQBoi3CDiEdJCgDQFuEGEY2SFACgPcINIholKQBAe4QbWAYlKQCARLiBhZBrAAAS4QYRjlPAAQDt9TK7A4A/DMNQo9Olqau3md0VAECYIdwg4hiGoWtLKrTj83962phMDABoRVkKEaepxdUh2JTmT2IyMQBAEiM3iHCVS3M1MNFOsAEAeDByg4iWYI8l2AAAvIRFuFm7dq0yMzPVp08f5eTkaPv27Z1e+/TTT+uSSy7RgAEDNGDAAOXm5p72elgPK6QAAKdjerjZuHGjCgoKVFRUpJ07dyorK0t5eXk6dOiQz+vfffddzZw5U1u3blVFRYUyMjJ0xRVX6Isvvghxz2GG9sctAADQns0wzP13cE5Oji644AKtWbNGkuR2u5WRkaH8/HwtWbLkjPe7XC4NGDBAa9as0ezZs894fX19vZKTk1VXV6ekpKQe9x+h1eg8oTHLt0g6OZH4jf/HRGIAiAbd+f1t6siN0+nUjh07lJub62mLiYlRbm6uKiq69q/zxsZGtbS06KyzzvL5fnNzs+rr670+ELk4ARwAcCamhpsjR47I5XIpNTXVqz01NVU1NTVd+hx33323hgwZ4hWQ2iouLlZycrLnIyMjo8f9hjk4ARwA0BWmz7npiYceekgbNmzQyy+/rD59+vi8prCwUHV1dZ6PAwcOhLiXCBROAAcAdIWp+9ykpKQoNjZWtbW1Xu21tbVKS0s77b2/+tWv9NBDD+mPf/yjxo0b1+l1cXFxiouLC0h/ET4oSQEAOmPqyI3dbteECRNUVlbmaXO73SorK5PD4ej0vkceeUT33XefNm/erOzs7FB0FWGg7Xwbcg0AoDOm71BcUFCgOXPmKDs7WxMnTtTKlSvV0NCguXPnSpJmz56toUOHqri4WJL08MMPa/ny5Vq/fr0yMzM9c3P69u2rvn37mvZ9ILhYAg4A6CrTw82MGTN0+PBhLV++XDU1NRo/frw2b97smWRcXV2tmJhTA0xPPvmknE6nrr32Wq/PU1RUpHvvvTeUXUcINTqZbwMA6BrT97kJNfa5iTxut6HJj5Vr35EGSdLfVuQpMc70XA4ACKGI2ecGOBPDMDR19TZPsBmTnqQEO6M2AIDOEW4QtgzD0FcNTk85amRKokrz2ZEYAHB6jO0jLBmGoWtLKrTj83962krzJykmhmADADg9Rm4QlppaXF7BJnvEAMpRAIAuYeQGYantNPfKpbkamGinHAUA6BJGbhB22u9pk2CPJdgAALqMcIOw0n4SMXvaAAC6i7IUwobbfXLZd2uwkThDCgDQfYzcICy07mfTNtgwiRgA4A9GbhAWmlpcHfazYa4NAMAfhBuYzjAMNTpdntel+ZM4XgEA4Dd+g8BUvjbrY7AGANATzLmBqXxt1sfqKABATzByA1OxWR8AINAYuYFp2KwPABAMhBuYptHpYrM+AEDAEW5gitYN+1qxWR8AIFAINwi51g379h1pkHRy1IbN+gAAgUK4QUi1PzuqdcM+Rm0AAIHCaimEROtGfdeVVHgdsVCaP0kxMQQbAEDgEG4QdL426pM4OwoAEByEGwRd+436xqQnadN8B0u/AQBBQbhBSLFRHwAg2JhQjJBitAYAEGyEGwRd2yMWAAAINspSCJrWFVJtN+sDACDYCDcICl8rpDhiAQAQCpSlEBS+VkixWR8AIBQYuUHQsUIKABBKjNwg6FghBQAIJcINAACwFMINAACwFMINAACwFMINAACwFMINAq518z4AAMzAUnAElK/N+wAACCVGbhBQ7Tfvyx4xgF2JAQAhxcgNgobN+wAAZmDkBkHD5n0AADMQbhBQhmF2DwAA0Y6yFAKidYXU1NXbzO4KACDKEW7QY75WSI1JT2IiMQDAFJSl0GONTleHYFOaP4n5NgAAUzBygx5xuw2vUhQrpAAAZmPkBn4zjJPBZt+RBkknR2wINgAAsxFu4LemFpf+frBekjQyJZFSFAAgLFCWwhkZhqGmlo5nRbU9P6o0f5JiYgg2AADzEW5wWl09K4oBGwBAuKAshU4ZhqGvGpxnDDacHwUACCeM3MCn1lVQrXNqpJMroRLsHUNMfG+OWQAAhA/CDTpoXQXVNthkjxjASigAQEQg3KADX6ugOAQTABApCDfooO3hl6X5k5QYx18TAEDkYEIxvBiGoetKKjyvGawBAEQa/kkexXztX9PoPFWS4vBLAEAkItxEIcMw1Oh06bqSCq9Jw+1tmu9gng0AIOIQbqJMVzflyx4xwOeybwAAwh3hJso0tbi8gs2Y9KRvR2i8r2PvGgBApCLcRLHKpbnsXQMAsBzCTZRonTzc9rBL9q4BAFgR4SYKdHWeDQAAVsA+N1Gg/TwbicMuAQDWxchNhPG1N82ZtC1FtR5+yYRhAIBVhUW4Wbt2rR599FHV1NQoKytLq1ev1sSJEzu9ftOmTVq2bJn279+vUaNG6eGHH9aUKVNC2GPf/Ake3fv8OuPeNGeSYI9Vgj0s/rMDABAUpv+W27hxowoKClRSUqKcnBytXLlSeXl52rNnjwYPHtzh+j//+c+aOXOmiouLNXXqVK1fv17Tp0/Xzp07NXbsWBO+g5MiYV4LpSgAQDSwGUbbYxJDLycnRxdccIHWrFkjSXK73crIyFB+fr6WLFnS4foZM2aooaFBpaWlnrYLL7xQ48ePV0lJyRm/Xn19vZKTk1VXV6ekpKSAfR+NzhMas3xLwD7f6XS2N82ZUIoCAESq7vz+NnXkxul0aseOHSosLPS0xcTEKDc3VxUVFT7vqaioUEFBgVdbXl6eXnnlFZ/XNzc3q7m52fO6rq5O0smHFEiNzhNyNzdKksr/v8sUH8TdfeN7x8r17dfqjmPHg9AZAABCoPX3dlfGZEwNN0eOHJHL5VJqaqpXe2pqqnbv3u3znpqaGp/X19TU+Ly+uLhYK1as6NCekZHhZ6/P7Dsrg/apAQCIaseOHVNycvJprzF9zk2wFRYWeo30uN1uff311xo4cCAlmiCor69XRkaGDhw4ENCyH86MZ28Onrt5ePbmMOu5G4ahY8eOaciQIWe81tRwk5KSotjYWNXW1nq119bWKi0tzec9aWlp3bo+Li5OcXFxXm39+/f3v9PokqSkJH7YmIRnbw6eu3l49uYw47mfacSmlamb+Nntdk2YMEFlZWWeNrfbrbKyMjkcDp/3OBwOr+sl6e233+70egAAEF1ML0sVFBRozpw5ys7O1sSJE7Vy5Uo1NDRo7ty5kqTZs2dr6NChKi4uliQtWrRIl156qf7zP/9TV111lTZs2KDKyko99dRTZn4bAAAgTJgebmbMmKHDhw9r+fLlqqmp0fjx47V582bPpOHq6mrFxJwaYLrooou0fv16LV26VPfcc49GjRqlV155xdQ9bnBKXFycioqKOpQCEXw8e3Pw3M3DszdHJDx30/e5AQAACCQOzgQAAJZCuAEAAJZCuAEAAJZCuAEAAJZCuIFf3nvvPU2bNk1DhgyRzWbrcLaXYRhavny50tPTFR8fr9zcXH3yySfmdNZCiouLdcEFF6hfv34aPHiwpk+frj179nhdc/z4cS1YsEADBw5U3759dc0113TY+BLd8+STT2rcuHGeTcscDof+8Ic/eN7nmYfOQw89JJvNpsWLF3vaeP6Bd++998pms3l9nHvuuZ73w/2ZE27gl4aGBmVlZWnt2rU+33/kkUf0xBNPqKSkRO+//74SExOVl5en48c5vbMnysvLtWDBAv3lL3/R22+/rZaWFl1xxRVqaGjwXHPHHXfo9ddf16ZNm1ReXq4vv/xSV199tYm9jnzDhg3TQw89pB07dqiyslI/+tGP9K//+q/629/+JolnHioffPCB/uu//kvjxo3zauf5B8d5552ngwcPej62bdvmeS/sn7kB9JAk4+WXX/a8drvdRlpamvHoo4962o4ePWrExcUZv/vd70zooXUdOnTIkGSUl5cbhnHyOffu3dvYtGmT55pdu3YZkoyKigqzumlJAwYMMH7zm9/wzEPk2LFjxqhRo4y3337buPTSS41FixYZhsHf+WApKioysrKyfL4XCc+ckRsE3L59+1RTU6Pc3FxPW3JysnJyclRRUWFiz6ynrq5OknTWWWdJknbs2KGWlhavZ3/uuedq+PDhPPsAcblc2rBhgxoaGuRwOHjmIbJgwQJdddVVXs9Z4u98MH3yyScaMmSIvvOd72jWrFmqrq6WFBnP3PQdimE9NTU1kuTZZbpVamqq5z30nNvt1uLFi3XxxRd7duiuqamR3W7vcDgsz77nPvzwQzkcDh0/flx9+/bVyy+/rDFjxqiqqopnHmQbNmzQzp079cEHH3R4j7/zwZGTk6PnnntOo0eP1sGDB7VixQpdcskl+uijjyLimRNugAi1YMECffTRR151cATP6NGjVVVVpbq6Or344ouaM2eOysvLze6W5R04cECLFi3S22+/rT59+pjdnahx5ZVXev48btw45eTkaMSIEXrhhRcUHx9vYs+6hrIUAi4tLU2SOsycr62t9byHnlm4cKFKS0u1detWDRs2zNOelpYmp9Opo0ePel3Ps+85u92uc845RxMmTFBxcbGysrK0atUqnnmQ7dixQ4cOHdIPfvAD9erVS7169VJ5ebmeeOIJ9erVS6mpqTz/EOjfv7+++93vau/evRHxd55wg4AbOXKk0tLSVFZW5mmrr6/X+++/L4fDYWLPIp9hGFq4cKFefvllvfPOOxo5cqTX+xMmTFDv3r29nv2ePXtUXV3Nsw8wt9ut5uZmnnmQTZ48WR9++KGqqqo8H9nZ2Zo1a5bnzzz/4Pvmm2/06aefKj09PSL+zlOWgl+++eYb7d271/N63759qqqq0llnnaXhw4dr8eLFuv/++zVq1CiNHDlSy5Yt05AhQzR9+nTzOm0BCxYs0Pr16/Xqq6+qX79+nvp2cnKy4uPjlZycrHnz5qmgoEBnnXWWkpKSlJ+fL4fDoQsvvNDk3keuwsJCXXnllRo+fLiOHTum9evX691339WWLVt45kHWr18/z5yyVomJiRo4cKCnnecfeHfddZemTZumESNG6Msvv1RRUZFiY2M1c+bMyPg7b/ZyLUSmrVu3GpI6fMyZM8cwjJPLwZctW2akpqYacXFxxuTJk409e/aY22kL8PXMJRnPPvus55qmpibj9ttvNwYMGGAkJCQYP/3pT42DBw+a12kLuOmmm4wRI0YYdrvdGDRokDF58mTjrbfe8rzPMw+ttkvBDYPnHwwzZsww0tPTDbvdbgwdOtSYMWOGsXfvXs/74f7MbYZhGCblKgAAgIBjzg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0AALAUwg0Ay7jxxhu7fMTHZZddpsWLF5/2mszMTK1cudLz2maz6ZVXXpEk7d+/XzabTVVVVX71FUDwEG4ABFVXQkQg7gmGDz74QLfeeqvZ3QDQTRycCQCdGDRokNldAOAHRm4ABM2NN96o8vJyrVq1SjabTTabTfv371d5ebkmTpyouLg4paena8mSJTpx4sRp73G5XJo3b55Gjhyp+Ph4jR49WqtWrepR/06cOKGFCxcqOTlZKSkpWrZsmdoet9e+LAUgMjByAyBoVq1apY8//lhjx47VL3/5S0mSy+XSlClTdOONN2rdunXavXu3brnlFvXp00f33nuvz3sGDRokt9utYcOGadOmTRo4cKD+/Oc/69Zbb1V6erquv/56v/r329/+VvPmzdP27dtVWVmpW2+9VcOHD9ctt9wSsGcAIPQINwCCJjk5WXa7XQkJCUpLS5Mk/eIXv1BGRobWrFkjm82mc889V19++aXuvvtuLV++3Oc9khQbG6sVK1Z4Xo8cOVIVFRV64YUX/A43GRkZevzxx2Wz2TR69Gh9+OGHevzxxwk3QISjLAUgpHbt2iWHwyGbzeZpu/jii/XNN9/oH//4x2nvXbt2rSZMmKBBgwapb9++euqpp1RdXe13Xy688EKvfjgcDn3yySdyuVx+f04A5iPcAIgIGzZs0F133aV58+bprbfeUlVVlebOnSun02l21wCEGcpSAILKbrd7jYR873vf0+9//3sZhuEZNfnf//1f9evXT8OGDfN5T+s1F110kW6//XZP26efftqjvr3//vter//yl79o1KhRio2N7dHnBWAuRm4ABFVmZqbef/997d+/X0eOHNHtt9+uAwcOKD8/X7t379arr76qoqIiFRQUKCYmxuc9brdbo0aNUmVlpbZs2aKPP/5Yy5Yt0wcffNCjvlVXV6ugoEB79uzR7373O61evVqLFi0KxLcNwESEGwBBdddddyk2NlZjxozRoEGD1NLSojfffFPbt29XVlaW5s+fr3nz5mnp0qWd3lNdXa2f/exnuvrqqzVjxgzl5OToq6++8hrF8cfs2bPV1NSkiRMnasGCBVq0aBGb9gEWYDPabuoAAAAQ4Ri5AQAAlkK4AWA51dXV6tu3b6cfPVk+DiD8UZYCYDknTpzQ/v37O30/MzNTvXqxWBSwKsINAACwFMpSAADAUgg3AADAUgg3AADAUgg3AADAUgg3AADAUgg3AADAUgg3AADAUv5/wCzGJRcTYBMAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.ecdfplot(data=df, x=\"total_bill\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9d38c1a7-476d-4989-a528-916e9ea7ea98",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "a119fe05-d4ba-4071-b76a-59cad7e483cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 5, figsize=(10, 3), constrained_layout=True)\n",
    "fig.suptitle(\"Numerical Feature Visualization with Seaborn\")\n",
    "\n",
    "axs[0].set_title(\"Histogram\")\n",
    "sns.histplot(data=df, x='total_bill', ax=axs[0])\n",
    "\n",
    "axs[1].set_title(\"KDE\")\n",
    "sns.kdeplot(data=df, x='total_bill', ax=axs[1])\n",
    "\n",
    "axs[2].set_title(\"ECDF\")\n",
    "sns.ecdfplot(data=df, x='total_bill', ax=axs[2])\n",
    "\n",
    "axs[3].set_title(\"Box Plot\")\n",
    "sns.boxplot(data=df, x='total_bill', ax=axs[3])\n",
    "\n",
    "axs[4].set_title(\"Boxen Plot\")\n",
    "sns.boxenplot(data=df, x='total_bill', ax=axs[4])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "591e3b58-1929-42ab-bb23-cebc43c3b500",
   "metadata": {},
   "source": [
    "## Univariate Plotting For Categorical Columns - Count Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "c78e0545-a48b-425e-8141-00be68b52459",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='day', ylabel='count'>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjIAAAGwCAYAAACzXI8XAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy81sbWrAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAfDklEQVR4nO3df5BV9X3/8dcisCALGAnsQgTFHw0x+CPiL9SoRVpM1NEJY7S1FYViNURFWlQmAjVqUCLKaFCiExETjKnNqDGdUhsiNPW3+CO1iWgSUpnwsyqsYliI3O8fGffrRlBZF+5+8PGYOTPcc849+14Pd3h67rm7NZVKpRIAgAJ1qPYAAACtJWQAgGIJGQCgWEIGACiWkAEAiiVkAIBiCRkAoFgdqz3A9rZ58+YsX7483bt3T01NTbXHAQA+hEqlkjfeeCP9+vVLhw5bv+6y04fM8uXL079//2qPAQC0wrJly7LHHntsdftOHzLdu3dP8sf/ED169KjyNADAh9HY2Jj+/fs3/zu+NTt9yLzzdlKPHj2EDAAU5oNuC3GzLwBQLCEDABRLyAAAxRIyAECxhAwAUCwhAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxepY7QGg2oZMvKvaI/Aui795drVHAAriigwAUCwhAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxRIyAECxhAwAUCwhAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxapqyLz99tuZPHlyBg4cmK5du2afffbJVVddlUql0rxPpVLJlClT0rdv33Tt2jXDhw/Pyy+/XMWpAYD2oqohc9111+XWW2/Nt771rfzyl7/Mddddl+nTp+fmm29u3mf69Om56aabMnv27DzxxBPp1q1bRowYkQ0bNlRxcgCgPehYzS/+6KOP5tRTT81JJ52UJNlrr73y/e9/P08++WSSP16NmTlzZq644oqceuqpSZK77ror9fX1uf/++3PmmWdWbXYAoPqqekXmqKOOyoIFC/LSSy8lSZ5//vn813/9V77whS8kSZYuXZqVK1dm+PDhzc/p2bNnjjjiiDz22GNbPGZTU1MaGxtbLADAzqmqV2Quv/zyNDY2ZtCgQdlll13y9ttv55prrslZZ52VJFm5cmWSpL6+vsXz6uvrm7f9qWnTpuXKK6/cvoMDAO1CVa/I/PM//3PmzZuXu+++O88880zmzp2b66+/PnPnzm31MSdNmpR169Y1L8uWLWvDiQGA9qSqV2QmTpyYyy+/vPlelwMOOCD/+7//m2nTpmXUqFFpaGhIkqxatSp9+/Ztft6qVaty8MEHb/GYtbW1qa2t3e6zAwDVV9UrMm+99VY6dGg5wi677JLNmzcnSQYOHJiGhoYsWLCgeXtjY2OeeOKJDB06dIfOCgC0P1W9InPKKafkmmuuyYABA/LZz342zz77bG644YaMHj06SVJTU5Px48fn6quvzn777ZeBAwdm8uTJ6devX0477bRqjg4AtANVDZmbb745kydPzle+8pWsXr06/fr1y9///d9nypQpzftceumlWb9+fc4777ysXbs2xxxzTObPn58uXbpUcXIAoD2oqbz7x+juhBobG9OzZ8+sW7cuPXr0qPY4tENDJt5V7RF4l8XfPLvaIwDtwIf999vvWgIAiiVkAIBiCRkAoFhCBgAolpABAIolZACAYgkZAKBYQgYAKJaQAQCKVdVfUdBe+Umv7Yuf9ArA1rgiAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxRIyAECxhAwAUCwhAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxRIyAECxhAwAUCwhAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxRIyAECxhAwAUCwhAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxRIyAECxhAwAUCwhAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQrI7VHgBgRxoy8a5qj8C7LP7m2dUegcK5IgMAFEvIAADFEjIAQLGqHjK/+93v8jd/8zfp1atXunbtmgMOOCBPP/108/ZKpZIpU6akb9++6dq1a4YPH56XX365ihMDAO1FVUPm9ddfz9FHH51OnTrl3/7t3/KLX/wiM2bMyCc+8YnmfaZPn56bbrops2fPzhNPPJFu3bplxIgR2bBhQxUnBwDag6p+aum6665L//79M2fOnOZ1AwcObP5zpVLJzJkzc8UVV+TUU09Nktx1112pr6/P/fffnzPPPHOHzwwAtB9VvSLzox/9KIceemhOP/309OnTJ5/73Ody++23N29funRpVq5cmeHDhzev69mzZ4444og89thjWzxmU1NTGhsbWywAwM6pqiHzm9/8Jrfeemv222+//Pu//3suuOCCXHTRRZk7d26SZOXKlUmS+vr6Fs+rr69v3vanpk2blp49ezYv/fv3377fBABQNVUNmc2bN+eQQw7JN77xjXzuc5/Leeedl7Fjx2b27NmtPuakSZOybt265mXZsmVtODEA0J5UNWT69u2b/fffv8W6z3zmM3nllVeSJA0NDUmSVatWtdhn1apVzdv+VG1tbXr06NFiAQB2TlUNmaOPPjpLlixpse6ll17KnnvumeSPN/42NDRkwYIFzdsbGxvzxBNPZOjQoTt0VgCg/anqp5YuueSSHHXUUfnGN76RL3/5y3nyySdz22235bbbbkuS1NTUZPz48bn66quz3377ZeDAgZk8eXL69euX0047rZqjAwDtQFVD5rDDDst9992XSZMm5etf/3oGDhyYmTNn5qyzzmre59JLL8369etz3nnnZe3atTnmmGMyf/78dOnSpYqTAwDtQdV/+/XJJ5+ck08+eavba2pq8vWvfz1f//rXd+BUAEAJqv4rCgAAWkvIAADFEjIAQLGEDABQLCEDABRLyAAAxRIyAECxhAwAUCwhAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxRIyAECxhAwAUCwhAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxRIyAECxhAwAUCwhAwAUS8gAAMVqVcgMGzYsa9eufc/6xsbGDBs27KPOBADwobQqZBYuXJiNGze+Z/2GDRvys5/97CMPBQDwYXTclp1//vOfN//5F7/4RVauXNn8+O233878+fPzqU99qu2mAwB4H9sUMgcffHBqampSU1OzxbeQunbtmptvvrnNhgMAeD/bFDJLly5NpVLJ3nvvnSeffDK9e/du3ta5c+f06dMnu+yyS5sPCQCwJdsUMnvuuWeSZPPmzdtlGACAbbFNIfNuL7/8ch5++OGsXr36PWEzZcqUjzwYAMAHaVXI3H777bngggvyyU9+Mg0NDampqWneVlNTI2QAgB2iVSFz9dVX55prrslll13W1vMAAHxorfo5Mq+//npOP/30tp4FAGCbtCpkTj/99Dz00ENtPQsAwDZp1VtL++67byZPnpzHH388BxxwQDp16tRi+0UXXdQmwwEAvJ9Whcxtt92Wurq6LFq0KIsWLWqxraamRsgAADtEq0Jm6dKlbT0HAMA2a9U9MgAA7UGrrsiMHj36fbffcccdrRoGAGBbtCpkXn/99RaPN23alBdeeCFr167d4i+TBADYHloVMvfdd9971m3evDkXXHBB9tlnn488FADAh9Fm98h06NAhEyZMyI033thWhwQAeF9terPvr3/96/zhD39oy0MCAGxVq95amjBhQovHlUolK1asyL/+679m1KhRbTIYAMAHaVXIPPvssy0ed+jQIb17986MGTM+8BNNAABtpVUh8/DDD7f1HAAA26xVIfOONWvWZMmSJUmST3/60+ndu3ebDAUA8GG06mbf9evXZ/To0enbt2+OPfbYHHvssenXr1/GjBmTt956q61nBADYolaFzIQJE7Jo0aI8+OCDWbt2bdauXZsHHnggixYtyj/8wz+09YwAAFvUqreWfvjDH+Zf/uVfcvzxxzev++IXv5iuXbvmy1/+cm699da2mg8AYKtadUXmrbfeSn19/XvW9+nTx1tLAMAO06qQGTp0aKZOnZoNGzY0r/v973+fK6+8MkOHDm2z4QAA3k+r3lqaOXNmTjzxxOyxxx456KCDkiTPP/98amtr89BDD7XpgAAAW9OqkDnggAPy8ssvZ968eXnxxReTJH/1V3+Vs846K127dm3TAQEAtqZVITNt2rTU19dn7NixLdbfcccdWbNmTS677LI2GQ4A4P206h6Zb3/72xk0aNB71n/2s5/N7NmzP/JQAAAfRqtCZuXKlenbt+971vfu3TsrVqz4yEMBAHwYrQqZ/v3755FHHnnP+kceeST9+vX7yEMBAHwYrbpHZuzYsRk/fnw2bdqUYcOGJUkWLFiQSy+91E/2BQB2mFZdkZk4cWLGjBmTr3zlK9l7772z995758ILL8xFF12USZMmtWqQa6+9NjU1NRk/fnzzug0bNmTcuHHp1atX6urqMnLkyKxatapVxwcAdj6tCpmamppcd911WbNmTR5//PE8//zzee211zJlypRWDfHUU0/l29/+dg488MAW6y+55JI8+OCDuffee7No0aIsX748X/rSl1r1NQCAnU+rQuYddXV1OeywwzJ48ODU1ta26hhvvvlmzjrrrNx+++35xCc+0bx+3bp1+c53vpMbbrghw4YNy5AhQzJnzpw8+uijefzxxz/K2ADATuIjhUxbGDduXE466aQMHz68xfrFixdn06ZNLdYPGjQoAwYMyGOPPbbV4zU1NaWxsbHFAgDsnFp1s29bueeee/LMM8/kqaeees+2lStXpnPnztltt91arK+vr8/KlSu3esxp06blyiuvbOtRAYB2qGpXZJYtW5aLL7448+bNS5cuXdrsuJMmTcq6deual2XLlrXZsQGA9qVqIbN48eKsXr06hxxySDp27JiOHTtm0aJFuemmm9KxY8fU19dn48aNWbt2bYvnrVq1Kg0NDVs9bm1tbXr06NFiAQB2TlV7a+mEE07If//3f7dYd+6552bQoEG57LLL0r9//3Tq1CkLFizIyJEjkyRLlizJK6+8kqFDh1ZjZACgnalayHTv3j2DBw9usa5bt27p1atX8/oxY8ZkwoQJ2X333dOjR49ceOGFGTp0aI488shqjAwAtDNVvdn3g9x4443p0KFDRo4cmaampowYMSK33HJLtccCANqJdhUyCxcubPG4S5cumTVrVmbNmlWdgQCAdq3qP0cGAKC1hAwAUCwhAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxRIyAECxhAwAUCwhAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxRIyAECxhAwAUCwhAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxRIyAECxhAwAUCwhAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxRIyAECxhAwAUCwhAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxRIyAECxhAwAUCwhAwAUS8gAAMUSMgBAsYQMAFAsIQMAFEvIAADFEjIAQLGEDABQrKqGzLRp03LYYYele/fu6dOnT0477bQsWbKkxT4bNmzIuHHj0qtXr9TV1WXkyJFZtWpVlSYGANqTqobMokWLMm7cuDz++OP5j//4j2zatCl/+Zd/mfXr1zfvc8kll+TBBx/Mvffem0WLFmX58uX50pe+VMWpAYD2omM1v/j8+fNbPL7zzjvTp0+fLF68OMcee2zWrVuX73znO7n77rszbNiwJMmcOXPymc98Jo8//niOPPLIaowNALQT7eoemXXr1iVJdt999yTJ4sWLs2nTpgwfPrx5n0GDBmXAgAF57LHHtniMpqamNDY2tlgAgJ1TuwmZzZs3Z/z48Tn66KMzePDgJMnKlSvTuXPn7Lbbbi32ra+vz8qVK7d4nGnTpqVnz57NS//+/bf36ABAlbSbkBk3blxeeOGF3HPPPR/pOJMmTcq6deual2XLlrXRhABAe1PVe2Te8dWvfjU//vGP85//+Z/ZY489mtc3NDRk48aNWbt2bYurMqtWrUpDQ8MWj1VbW5va2trtPTIA0A5U9YpMpVLJV7/61dx333356U9/moEDB7bYPmTIkHTq1CkLFixoXrdkyZK88sorGTp06I4eFwBoZ6p6RWbcuHG5++6788ADD6R79+7N97307NkzXbt2Tc+ePTNmzJhMmDAhu+++e3r06JELL7wwQ4cO9YklAD7QkIl3VXsE3mXxN89u82NWNWRuvfXWJMnxxx/fYv2cOXNyzjnnJEluvPHGdOjQISNHjkxTU1NGjBiRW265ZQdPCgC0R1UNmUql8oH7dOnSJbNmzcqsWbN2wEQAQEnazaeWAAC2lZABAIolZACAYgkZAKBYQgYAKJaQAQCKJWQAgGIJGQCgWEIGACiWkAEAiiVkAIBiCRkAoFhCBgAolpABAIolZACAYgkZAKBYQgYAKJaQAQCKJWQAgGIJGQCgWEIGACiWkAEAiiVkAIBiCRkAoFhCBgAolpABAIolZACAYgkZAKBYQgYAKJaQAQCKJWQAgGIJGQCgWEIGACiWkAEAiiVkAIBiCRkAoFhCBgAolpABAIolZACAYgkZAKBYQgYAKJaQAQCKJWQAgGIJGQCgWEIGACiWkAEAiiVkAIBiCRkAoFhCBgAolpABAIolZACAYgkZAKBYQgYAKJaQAQCKJWQAgGIJGQCgWEIGACiWkAEAiiVkAIBiCRkAoFhCBgAolpABAIolZACAYgkZAKBYQgYAKJaQAQCKJWQAgGIJGQCgWEIGACiWkAEAilVEyMyaNSt77bVXunTpkiOOOCJPPvlktUcCANqBdh8yP/jBDzJhwoRMnTo1zzzzTA466KCMGDEiq1evrvZoAECVtfuQueGGGzJ27Nice+652X///TN79uzsuuuuueOOO6o9GgBQZR2rPcD72bhxYxYvXpxJkyY1r+vQoUOGDx+exx57bIvPaWpqSlNTU/PjdevWJUkaGxs/9Nd9u+n3rZyY7WFbzl1rON/ti/P98eJ8f7xsy/l+Z99KpfL+O1basd/97neVJJVHH320xfqJEydWDj/88C0+Z+rUqZUkFovFYrFYdoJl2bJl79sK7fqKTGtMmjQpEyZMaH68efPmvPbaa+nVq1dqamqqONmO1djYmP79+2fZsmXp0aNHtcdhO3O+P16c74+Xj+v5rlQqeeONN9KvX7/33a9dh8wnP/nJ7LLLLlm1alWL9atWrUpDQ8MWn1NbW5va2toW63bbbbftNWK716NHj4/VX/yPO+f748X5/nj5OJ7vnj17fuA+7fpm386dO2fIkCFZsGBB87rNmzdnwYIFGTp0aBUnAwDag3Z9RSZJJkyYkFGjRuXQQw/N4YcfnpkzZ2b9+vU599xzqz0aAFBl7T5kzjjjjKxZsyZTpkzJypUrc/DBB2f+/Pmpr6+v9mjtWm1tbaZOnfqet9nYOTnfHy/O98eL8/3+aiqVD/pcEwBA+9Su75EBAHg/QgYAKJaQAQCKJWQA2qmFCxempqYma9eurfYotEM1NTW5//77qz1G1QmZwqxZsyYXXHBBBgwYkNra2jQ0NGTEiBF55JFHqj0a28lHPed33nnnx/qHQrZXNTU177v80z/9U7VHZAc755xztvh34Ve/+tUW91+xYkW+8IUv7OAp2592//FrWho5cmQ2btyYuXPnZu+9986qVauyYMGCvPrqq9Ueje3EOd85rVixovnPP/jBDzJlypQsWbKkeV1dXV2efvrp7fK1N27cmM6dO2+XY/PRnHjiiZkzZ06Ldb17927x+J3zt7WfcP+x0za/3pEd4fXXX68kqSxcuHCL25cuXVpJUnn22Wff85yHH364UqlUKg8//HAlSeUnP/lJZciQIZWuXbtWhg4dWnnxxRd3wHfAtvqgc16pVCozZsyoDB48uLLrrrtW9thjj8oFF1xQeeONNyqVyv8/3+9epk6duoOm58OaM2dOpWfPnu9Z/2Fer6NGjaqceuqpLZ538cUXV4477rjmx8cdd1xl3LhxlYsvvrjSq1evyvHHH7+dvhM+ii2dy0pl6+cvSeW+++7bsUO2Q95aKkhdXV3q6upy//33p6mp6SMd62tf+1pmzJiRp59+Oh07dszo0aPbaEra0oc55x06dMhNN92U//mf/8ncuXPz05/+NJdeemmS5KijjsrMmTPTo0ePrFixIitWrMg//uM/7shvgTbQFq/XuXPnpnPnznnkkUcye/bs7TAl25Pzt3XeWipIx44dc+edd2bs2LGZPXt2DjnkkBx33HE588wzc+CBB27Tsa655pocd9xxSZLLL788J510UjZs2JAuXbpsj9FppQ9zzsePH9+8/1577ZWrr746559/fm655ZZ07tw5PXv2TE1NjcvQBWuL1+t+++2X6dOnb68RaSM//vGPU1dX1/z4nXtgnL+tc0WmMCNHjszy5cvzox/9KCeeeGIWLlyYQw45JHfeeec2Hefd4dO3b98kyerVq9tyVNrIB53zn/zkJznhhBPyqU99Kt27d8/f/u3f5tVXX81bb71V3cFpM23xeh0yZEibzsT28ed//ud57rnnmpebbropifP3foRMgbp06ZK/+Iu/yOTJk/Poo4/mnHPOydSpU9Ohwx9PZ+Vdv3Vi06ZNWzxGp06dmv9cU1OT5I+/WZz2aWvn/Le//W1OPvnkHHjggfnhD3+YxYsXZ9asWUn+eEMgO4f3e7126NChxWs+2fLrvlu3bttxQtpKt27dsu+++zYv74Sr87d1QmYnsP/++2f9+vXNd7a/+9MQzz33XJWmYnt655wvXrw4mzdvzowZM3LkkUfmz/7sz7J8+fIW+3bu3Dlvv/12lSZle+vdu3eL13zidc/Hi5ApyKuvvpphw4ble9/7Xn7+859n6dKluffeezN9+vSceuqp6dq1a4488shce+21+eUvf5lFixbliiuuqPbYfAQfdM733XffbNq0KTfffHN+85vf5Lvf/e57bgTca6+98uabb2bBggX5v//7P2857WSGDRuWp59+OnfddVdefvnlTJ06NS+88EK1x4IdRsgUpK6uLkcccURuvPHGHHvssRk8eHAmT56csWPH5lvf+laS5I477sgf/vCHDBkyJOPHj8/VV19d5an5KD7onB900EG54YYbct1112Xw4MGZN29epk2b1uIYRx11VM4///ycccYZ6d27txsGdzIjRozI5MmTc+mll+awww7LG2+8kbPPPrvaY8EOU1P50zdXAQAK4YoMAFAsIQMAFEvIAADFEjIAQLGEDABQLCEDABRLyAAAxRIyAECxhAxQhOOPPz7jx4+v9hhAOyNkAIBiCRkAoFhCBmh31q9fn7PPPjt1dXXp27dvZsyY0WL7d7/73Rx66KHp3r17Ghoa8td//ddZvXp1kqRSqWTffffN9ddf3+I5zz33XGpqavKrX/1qh30fwPYnZIB2Z+LEiVm0aFEeeOCBPPTQQ1m4cGGeeeaZ5u2bNm3KVVddleeffz73339/fvvb3+acc85JktTU1GT06NGZM2dOi2POmTMnxx57bPbdd98d+a0A25nffg20K2+++WZ69eqV733vezn99NOTJK+99lr22GOPnHfeeZk5c+Z7nvP000/nsMMOyxtvvJG6urosX748AwYMyKOPPprDDz88mzZtSr9+/XL99ddn1KhRO/g7ArYnV2SAduXXv/51Nm7cmCOOOKJ53e67755Pf/rTzY8XL16cU045JQMGDEj37t1z3HHHJUleeeWVJEm/fv1y0kkn5Y477kiSPPjgg2lqamoOI2DnIWSAoqxfvz4jRoxIjx49Mm/evDz11FO57777kiQbN25s3u/v/u7vcs899+T3v/995syZkzPOOCO77rprtcYGthMhA7Qr++yzTzp16pQnnniied3rr7+el156KUny4osv5tVXX821116bz3/+8xk0aFDzjb7v9sUvfjHdunXLrbfemvnz52f06NE77HsAdpyO1R4A4N3q6uoyZsyYTJw4Mb169UqfPn3yta99LR06/PH/uwYMGJDOnTvn5ptvzvnnn58XXnghV1111XuOs8suu+Scc87JpEmTst9++2Xo0KE7+lsBdgBXZIB255vf/GY+//nP55RTTsnw4cNzzDHHZMiQIUmS3r17584778y9996b/fffP9dee+17Pmr9jjFjxmTjxo0599xzd+T4wA7kU0vATutnP/tZTjjhhCxbtiz19fXVHgfYDoQMsNNpamrKmjVrMmrUqDQ0NGTevHnVHgnYTry1BOx0vv/972fPPffM2rVrM3369GqPA2xHrsgAAMVyRQYAKJaQAQCKJWQAgGIJGQCgWEIGACiWkAEAiiVkAIBiCRkAoFj/D8XrrbDfEsd0AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data=df, x='day')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "0a55c5c8-c387-4ee1-b625-873793fc0976",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(3,3))\n",
    "\n",
    "ax.set_title(\"Count Plot\")\n",
    "sns.countplot(data=df, x='day', ax=ax)\n",
    "\n",
    "plt.grid(True)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "44b27f2c-e0fa-4a59-916c-0eb815427e33",
   "metadata": {},
   "source": [
    "## Bivariate Plotting For Num vs Num Columns - Line Plot, Scatter Plot, Hexbin Plot, Heat Map and Pair Plot "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "69d6ba93-c5a7-4569-a594-c913c8fe770d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='total_bill', ylabel='tip'>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data=df, x='total_bill', y='tip')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "e00d0456-097d-4aa3-a02d-5be5ccb668d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12,3))\n",
    "\n",
    "ax.set_title(\"Line Plot\")\n",
    "sns.lineplot(data=df, x='total_bill', y='tip', ax=ax)\n",
    "\n",
    "plt.grid(True)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "90be7cfd-5410-46ac-88e4-fd7caa2de287",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 3, figsize=(10, 3), constrained_layout=True)\n",
    "fig.suptitle(\"Bivariate Visualization with Seaborn\")\n",
    "\n",
    "axs[0].set_title(\"Scatter Plot\")\n",
    "sns.scatterplot(data=df, x='total_bill', y='tip', ax=axs[0])\n",
    "\n",
    "axs[1].set_title(\"Line Plot\")\n",
    "sns.lineplot(data=df, x='total_bill', y='tip', ax=axs[1])\n",
    "axs[1].annotate(\"What ?\", xytext=(10, 6), color=\"red\", \n",
    "                xy=(7, 3.2), arrowprops={\"arrowstyle\":\"->\", \"connectionstyle\":\"arc3, rad=0.3\"})\n",
    "\n",
    "axs[2].set_title(\"Heat Map\")\n",
    "sns.heatmap(df.select_dtypes(include=['int64', 'float64']).corr(), annot=True, linewidths=0.8, ax=axs[2])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "d53c51a7-8610-403c-830d-8148afadebb7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1fee5a4fdf0>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 750x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "c4b44f70-25f0-4c0c-bcd8-65f959b2b722",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x1fee5278280>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hcnZLkuqd3PN0qcjYCx6X8jNPQa1AazpdfFeSLi0R/kY+uL1PtRkoi0HLjFt7E+7fuEvvknNLuXHGOlYfEhkxnW4PC3akMunD9ZzKK23UvklSS9I9JoAbelSvn3hV5wj6tQ5S7DqldiefrjnGs/N3k1EoBm3SC8t55ofdfLn+BOWO8ySpkSTposmZp0tF6nZQa0WwoyS1BkLbw8mNyp5XkpoBtVpFj9gAljw+lGVJWexJKaBXQiBD24URE9i4y1jL7E7eX3GEMi8PUxmFNpYnZXHbgIRG6JkktTyh/gZeGNOZuwa1Yv62U7g9Hsb1jiUhxK/2dd9qIbvYzkerj3pte3/FESb0jiUuWGb2k6T6JIOnS0XaThE4aXTKnzusAxxdLqqryzXX0iVGq1ETH2Lmrsub1jK4wnLnmRknb37fk8743jH46eWvAUlSQojFQIjFQK945WaazpVTbPOZpMbmdJNTYpfBkyTVM7ls71KRvkv5WacKoR2gJAsKTtbP+SVJumBatYpAP9+DJaEWfe0TWkiS1CQYtF5qSZ3FeJ4kNpIkXTx5l10KXA5RIDe4Tf2cP6y9+J6ypX7OL0nSBQuxGLhviO97/s7LW8ngSZKamRCLntgg70uCW4eaGz1JjSRdCuRvzktB9kFw2esveDIFgSVC1JGSJKnJGNo+jKu7RFQ7/sjwRFqHNq1lhpIknV+E1chHt/fBaqq63DbQT8f7Uxo/SY0kXQrkYvdLQfpu8T2odf1dI7Q9pGyuv/NLknTBwvwNvDquGw9d0YYl+zMw6jSM6hxBRICJAJMcoZak5qhTlJVfHx3CthN57EsrpGtMAL3iAomuryQ1ZflQXiD+2xQMRv/6uY4kNRMyeLoUZOwBSyTo63GkObQd7JgNLido5D8rSWoSnA5CipMIWfEi3Z1l4HFDdiSMeBFMbRu7d5Ik1YFKpSI2yI/YID/G9oypvwu5nGLlym9Pw/HVIiFUu9Fw1Sui7IlMECVdouRT7qUgYx8E1XNK4pD24CyHrP0Q2a1+ryVJUu3kH4NPRol782zJ6+HepRAY3zj9kiSp6cs/ATNHgr1E/NnjgYO/i9Ik96+s/+cKSWqi5J6nS0HGHghsVb/XCGkLKjWc2la/15Gk5qgwVRSS3v+zGMwoyan/azpKYfVb1QMngOJMSPpdPAxJUktXnAlpu8T9d2orFKU3do+aPqcNNrxfGTidrSwP9vwAblmQV7o0yZmnlq4kB4ozILhV/V5HZxKj2Ke2Qp876/daktScZOyDryeIAKpC6ytg3Adgja6fazrLoSgLjq7w/ZqkX6HXbaCXNWGkFiz/JHx7G6TtqDwW3AamfC8G/ZozewnYS8U9rPSy/PICOLrMd/vB36HvPWAMUPa6ktQMNKmZp9dffx2VSsVjjz125lh5eTnTpk0jJCQEi8XChAkTyMjIaLxONjeZe8X3+p55ArEGOlXOPEnSGQWn4MsbqwZOAMdWwrJXxIOPklx2sUfh12fg4G/gF+L7tZaI+imaLUlNRVkeLJhWNXACyD0Kc26Bomb6LGErhtTtMO8B+Owa+PFBSNspjitFoxfJIXwxh4nXSNIlqMkET5s3b+bDDz+ke/fuVY4//vjjLFy4kLlz57Jy5UpSU1MZP358I/WyGco8AGpd/Y1wny2knagn5fCyTEiSLkV5x8TMrze7v4OSTGWvl7YL3h8E2z4TXz1v9f3afvfL4Elq2UqyxUCFN1lJyt9/DcHlgEOL4aNhcGAhZB+CfQvgoyvgyDKR5EEJpkAY9Ljv9oHTxIoTSboENYngqbi4mClTpvDxxx8TFBR05nhBQQEzZ87krbfeYvjw4fTp04dZs2axbt06NmzY0Ig9bkYy90FALKhrrkquiJBEcDshY2/9X0uSmoOCFN9tLgc4ypS7VkkWLHxUzD6BGMjQm6HTmOqvHf53CKmnum915fGIfVouuY9CUoi3/TpnK8trmH4oqSgdFv65+nGPR9z/xQru54rvB73uqH588BMQ1lG560hSM9Mk9jxNmzaN6667jpEjR/LKK6+cOb5161YcDgcjR448c6xjx47Ex8ezfv16BgwY0BjdbV4y9zdcRq3g1iJIS90GsX0a5pqS1JSFtvfdZrCC3qLctcryqw9c/PIEXPFX6DEZ0veCwR8SR4J/RNPZq+B2Q34y7J0Px1dBUCvoey8EJoBBwf8/0qXHGABqrRjU88Y/smH7o4SSLLAVem8ryxPtAbHKXMscBqNegv4PwOE/xP/LxJHi/5spUJlrSFIz1OjB05w5c9i2bRubN1cvsJqeno5erycwMLDK8YiICNLTvY+u2Gw2bDbbmT8XFvr4kLkUeDwidXinsQ1zPY1eFOJN3dEw15OaHHn/nSMgFqJ6Vt9zATD48fp/eHO7YPmrYnnNzbMhcXj9Xq8uMvfBrKvBVlR5bMunMO4j6DxWLg26QPIePIslHHrfBVs+qd7W/mrwC2vwLtU/hWsv+YWIr8iuyp5XkpqxRg2eTp48yZ///GeWLFmC0WhU5JyvvfYaL7/8siLnavaK0kXGnIas5RLcViaNuITJ++8clnCY/DUsfx38gsRDSN5xcU/2ul3ZPUemYN+BmtMmZoabmpIcsaH/7MCpwk8PQ/wAWUvmAsl78Cx6Mwx7GrR62DJT3AdqDXSdBCNfFPdkc2MKBNPpfnebBNYYKDgpUoerNU1nRlmSWjCVx9N4hT5+/PFHxo0bh0ZTuR/H5XKhUqlQq9UsWrSIkSNHkpeXV2X2KSEhgccee4zHH6++mdHbqFtcXBwFBQVYrdZ6/XmanCPLRaavGz+EgHqsQn62pN9g4wfwt1NyxPgSJO8/L0pzxYDC6ulQlAoxl8GQJ0S6ZK1B2Wul7YJPR4u9Q2e76v9ECYGmtgwu+xC8e5nv9lvmQIdrGq4/LYC8B71wlIlaT7YiEVBZwpVP7d1QMg9AUZr4WbZ9DjlHIDRRzLDpLWI2O1zuR5Kk+tSoM08jRoxg9+7dVY5NnTqVjh078swzzxAXF4dOp2Pp0qVMmDABgKSkJJKTkxk4cKDXcxoMBgwGhR9ImqvsgyLTXkOu6w5JBI9L7L2IreGhSGqR5P13jvIiMZiw8o3KY7lHYe88uOsXMbOipPDO8OBa2Pq52D9kjYXLH4XQdk0vcILzF9l02mpul6qR96AXOlPLmcH0uMRnyC9PVB7LOwaHlsCYd8R+RkmS6lWjBk/+/v507Vp1Ha3ZbCYkJOTM8XvuuYcnnniC4OBgrFYrjzzyCAMHDpTJImojK0nMODVEpr0KQa3EptLU7TJ4kqSSTFj1ZvXjbqdYlnbXL6Le0vmUF0JZrnifwSpGzr3RaMWM1vDnwV4MWmPTngE2BYp9knnHqrepVBDZrcG7JEkXpTRXJG8B8e/br4ZaSXWhNcAfL3pvW/IC3FdDYVtJkhTR6Akjzmf69Omo1WomTJiAzWZj9OjRvPfee43dreYhK0mMPDckjU4EUN72XUjSpSZtl0jc4k32IfGQdb7gKecI/P5XOLxEnCusI1z3FsT09h0YaXSV+yKaMv9IGPNf+HIceNxV2wY9JrJ9SVJz4HZB1gH4+Qk4ebqUSsxlcP10MSOsUehxqyzf+x5BgPJ8sc9ZkqR61eSCpxUrVlT5s9FoZMaMGcyYMaNxOtScZSeJtKINLbiNmHmSpEud6jyl9M7Xnn8SPrtWJH+pkHUAPr8e7lsO0T0vuouNLq4/3L8SVrwOqVvBPxqG/kUcN16ie3Sk5ic/GWZeJWZ8K5zaAp9eBX9aI5a0K+FiP1MkSbpo8i5rqUpzT9d7iGv4a4ckilkvR3nDX1uSmpLwTr6XzUb1AO15ltQdX101cKrgccMfL7eMUWadCaK6w/gP4b4VcNsP0PFaMIc0ds8kqXZcTtj2RdXAqYKjTOx7dNqVuZYxwPessjlMLOuVJKleyeCppco5LL4rVSzvQoQkir0Z5xbslKRLTXE6XPlc9eN6Mwz7K7hqSIjgdovslb6kbAJ7ycX3sakw+IM1Svk9IpJU32xFcHSF7/Zjq30Xtr1QDhuMfrX6oIxaA1e9UvNniiRJimhyy/YkhWQfBFRgjW74awe1Eh/kadshtk/DX1+SmoryAihMhZu/gj3zRIrhqB7Q7ipY/oooBOuLWg2BNWQIs4Q3bDIYSZK80xpq3rtoiQCNQhkQ3TY48ItI47/3R8g9AiHtoPMNsPljMdstSVK9kjNPLVX2IfFwpVWm+PAF0ejFQ1/aroa/tiQ1JZHdYOtnMP9PYsN4dE/IOQRfTxQzS+dL6tBriu+2QX+uXaY+SZLql94PBj3qu33wY2D0V+Za5jBIXg9zpohlgtG9RKKIObeIvcZ+ocpcR5Ikn2Tw1FJlH2z4THtnk0kjJEk86Fz3H/GQs+s72PA+HF4KOj8Y+z8wn+dBJyAObny/+gxT1wnQ4dr667ckSRcmrCMM+1v144Meg8geyl3HPwrGfyzqPe1bID5T9i8UmTjHfSzaJUmqV3LZXkuVfahxq4wHt4WjK8UmWa2+8fohSY1Jb4Yu4yGqJ2z8EPJPQKvB0OMWCIw///sNFrEcJ34gnNwogrD4y0WKb7k3SJKaDr9gGPAgdJsAJ9aJmeVWl4vZYWOActdRayBhEDy4HjbPhIw9Yob7srvFig+1HBOXpPomg6eWyOUQRScbI015hZBEcDsga7/Y4yFJlyqjVSzXG/O22Myt87uwvUp6MwS3Fl+14HC5KCp3otdqsBjkR7wkNRijFYxW8k1iYCTQr54GDnUmCOsgEkc4y8XyfI2ufq4lSVI18jdrS5SfLLLdNUamvQpBrUW9idQdMniSJBAzsPU4C+tyeziZW8rXG0+w+lA2oRY9f7oikc7R/gSbFdqsLkmST+kFZaxIyuKbTcm4PXDTZbGM7BxBVMB5ShLUlUYngyZJagQyeGqJKtKUW2Marw86o9ivkbaz8fogSZeQQ5lFjH9vHaV215ljaw7ncP+QNkwb3pYAk1w+K0n1Jb2gnLs/38K+1MqU5LtPFfD5+hN8eXc/ogLrKYCSJKnBycWxLVHOYTGN39h7IoLbQNqOxu2DJF0CCkrtvLhgT5XAqcJHq4+Sml/OzztTWbQ3neScEsoc1V8nSVLdrT2cXSVwqnA4s5gl+zPweDyKXi+jsJytJ/KYty2FrSfyyCiUReklqaHI4Kklyj4k6jupGvmvN7it2MzqcjZuPySphSsoc7DxWJ7P9kV703l3+WEe+HIrT363k8OZRZR7CbQkSbpwhWUOvtmU7LP9280nySu1K3a949klTPpgPZ+tO87JvFI+XXOUmz9cz4mcFlQ0W5KaMLlsryXKOQz+jVAc91whieC0QXYSRHRp7N5IUtNXkiMGPZynR5H9gkUBzvNRqWpuBhJC/Hh1XDd2peTz/oojxAebuaFnNGEWPaH+jVAPTpIakr0U7CUi2YLBouipz3P7iddQixfVQnaxjblbk/nkzj4U52WjddsYEhOE/4j2fLs5mXsGtyHEIvc4SlJ9ksFTS5RzCFpd0di9EMv2QOx7ksGTJPlWmApHlosZ46MrYM8PIjNf5xtg4MMQ1KrGt1uNWvq3DmbjsVyv7b3ig7i8bShTP9tEYVnlTPDHq4/y1qQeXJ4YSpi/fOCSWiB7KeQegTXTIX03hLSFIU9CaAeRHU8B/kYdt/aPZ8sJ77O/t/SLJ8iszJ7DMpuTyd0CMKSvp/3mf0HOYdwhHcju9xSTu3elzOEE5L0sSfVJLttraewlUJQuHsIam95PZPyTSSMkybfCVPhmsphhWvQsrP0vFJyE4kzY9DF8PBxyj9V4ikA/Pf+4oStmffUU6LcPSMDldvPSwr1VAicQGfqenb9buf0SJTmQvgd2zIaDi0TmT7lsV2osbjccXwMfDhUDEtkHIek3+GQk7P8JHMrtE7q8bQjdY6oHYx0j/RnZKVyx6+hUTgKO/ET4/JsgZTOU5aFO2UD4vIkEHP8VjacZL8ctOCX+vrZ/DSc3i2cZSWqC5MxTS5N7VHxvCsETQFAbSN3e2L2QpKbr2GpwlEJpNmTur95emgObPoKRL9W4hK9duIVf/zyEbzYls/pQNmH+Bm66LI5DmcUYtBr2etnMDlBqd3Ekq5joACPBF7PcpygdFjwChxdXHtOb4ZZvIW4AaGVKZamBFafBT9PA467e9utT0GooBNWiWHUtRAaY+OiOvqw9nM3XG5PxeDzc3C+OK9qHEalgqnKrMxe/VS95bQtY8QLaxOGAMjNqDSpzP3x5Y9WAKawD3Pq9Yn9HkqQUOfPU0uQcEd+bSvAUkiiWSrib8WiYJNUXWxFs/0IEF4f/8P26fT9Cme+EEABqtYqEEDNPXtWBr+7tz4xbe5MYbuGdpYdwnyfTV6ndhfNisoG5HLDxo6qBE4iZ8K8nQNGpup9bkuqqNFfM4HrjKIOiVEUvFxlgZEKfWGZN7cusqX2Z3Dde8RpPmtIs0Xdv7MVoy3IUvV6DKEqD2TdVn2nKShLB73k++ySpocngqaXJPQJ6CxiayMhTSKIYVa+oPSVJ0jlU4HaAtoaHLK2xdrvSAZ1GTZCfHrNBS3ywH1/f2x+Hy0OYj1kllUrMWlmNFzEzVJwBmz/y3ua0wYl1dT+3JNXZ+e4ZZZI4nCvApCPQr37qqqnPM4Or1jTDBUVF6WKJrzfHVkFJdsP2R5LOQwZPLU3O0dNpyuvnl8IFCzmdNCJ1R6N2Q5KaJIM/9L0HDi+Fjtf5fl3fe8Ev7IJPb9RpGNAmhO5xVl4c09nra27pG0+4vwGjrvp+qVpzOcQsmi95J+p+bkmqK78Q36sw9BawRjVsfxSgMoeB2cdngX8UKsuFf040ulLviW7O8DXTJkmNRAZPLU3OYfBvQr8Q9Bbxy0sWy5Uk7+IHiAxgJVnQaWz19qie0GUcqOv+cR1iNjKsQxjf3Nef3vFBmHQa2oZZeOXGrtw/tA3RgRe5tEjnV5ld05v4ARd3fkmqC/9IGPchqE/PxuhMYmBRpYKx/wNLZOP2rw60AdG4JswCzTkzW1oDrgmfog1oIkv2L0RAnO82rRGMAQ3XF0mqhWY4vyvVKPcoJI6o1UtLHB5sTg/BpnqOoYPbyqQRUtNRkgXFWeK7JVyM4ppD6/+6pbmQd1xkknKUQvebILyTGOyY+Bkkb4COYdBtIuz9UdR66nUbRPdWZITconYwMN7CR7f3ptjmQq2CYLMey8Us16vgHwGj/gnfTqneFtwGwjpe/DUk6UKpVBDbFx7aIPY+FaeBORwsEeK+09bP0rp6pVajie+P56H1eHbMQZ2+E3dUL9Q9bkYTGNd0Vp1cCHMYdLgWkn6t3jZwmvj7kqQmRAZPLYmtGEoyz1sg1+7y8Or6cr7a58DlgcExGt660kS4uZ6CqJC2sHuuSBqhvoilQZJ0sfKT4bs7qgbzcQNg4kyRVr++lOTA8ldhy8zKYztnQ/xAmDhLBEddx0H56Yx4Ha8Djwc0CgQ2haliz9GOr0GjJ7TffYRGdheBo5JaDYYJM2Hxc2IPg0oN7a+Bq19rlsujpBaiMBUW/hlOrK08FtkNxn8iskE2x99JWj2qkERUw58Dlx21Rt88g6YKfkFw/XTx7LLjS7FP0mCFQX+G3neCThbxlpqWWgdPu3btqvVJu3fvXqfOSBcp73QtmBoeVDweD48vK2PxcSeTOugINKr47oCDCQtKWDjeQqCxHj6AQ9qJrFs5RyCsvfLnl6TaKMmB7++uPgt6cgP8+BBM+lz8Eq8POYeqBk4VktfD/oXQ7z7x8KNQ0c4zCk7B15Mgc2/lsYO/Q4frYcz02gVQhWkijfCxVSLATBwuHnLOfaAxBULXCZBwOdgKQWMQM3oGf0V/JEmqtcJU+P2ZqoETiAyw8+6Dm788bwHqJsnjEbXgTm4SP0tUDzHDFhDbfIMo/0gY/QoMelTscdKbxTElBpAkSWG1Dp569uyJSqXC4yOdbUWbSqXC5ZJpqRtFRZryGvY8zU1y8MtRJ4/10dM/Wvz1dwpR8/zqcp5eWcZHo/2U71dIW/E9dbsMnqTGU5Ilikp6c2wllGbVT/Dkcoo6Tb5s+gC63KD80hS3WxQGPTtwqpD0M/S7ByzDaz5H/klRe+XsbJlqLUyeDW2GVa87pVKd3qDfDPddSC1PWb7vEgDpu6A0r3kGTxl74LProTy/8pgpCO76BSK6NFq3LprOBEEJjd0LSTqvWgdPx47VXOFeagJyj9aYprzY7uH/NtgYEqs5EzgBhPupmdpNzztb7SxPdnBlvMIjPXoLWGNE8NTjZmXPLUm1ZSs4T3sN2eIuhsclZmJ8sZeIQOdiuRxiRLpiH0dpFmyd5fv1mz6GhEG+C+/aSuCPl6uXGXA7xd6mh7fKBx2pabMXiXvCl9JmmAK7KB3mTBE/W+II8bu1IAWOroBvb4Opv4s9iJIk1ZtaB08JCfKXZJOXe1TMOvmYtv98r50Sh4ebO1YPjgZEafgjRM0bG20Mi9OiUnrqP7gtpG5T9pySdCFMwb7bVCowBtbPdbUG6DYJDi3x3p54VfXMWReiKEOMRG+ZJQK13ndCdE9E/Sin7/e57OCpIWgrzYZ983281yFm8WTwJDVlxgCxp8lXkXb/5pdtj5IssZrjuv/A4SVicCO0PQx4CNa9I+5bGTxJUr2qdfD0008/1fqkY8d6Sbcr1b/coz5/GThcHj7fY2dorJYQL9n1VCoV49vreGW9jRUnncrPPoUmwo7ZYglTcyziJzV/5lBodxUcWly9rdONvmunKCFhsHjgqVhaW8FgFYkijq8S6cgvVFEGLHgYDp/1MyX9KvYdTZgJXcbD2v96f2+v28UyGV/cjpqDL1m4UmrqDAHQdSLs+rZ6W6sh9VNM3u0SAYwH8AsFTT0kpOg5BebcIgYxQNSJ2/IpjP9IXFeSpHpV66fYG2+8sVavk3ueGlHuEWg11GvTHyecZJZ6GNXa91955xA1bQPVzNptVz54CmknUi9nJzXvNdlS82UKgjFvw2/PwIGFYjmPSi0CjKteUT5Zw9kCYmDSF2IZ3Z4fRDap9qOh9x2w+HmxQTr+8gsfMU7ZUjVwqnBinVjG0/9PsGuOWOpztqgeENe/5nPr/UWa8dyj3tvjz/N+SWpsjlK47G7x33u+F4GNSiVme698Fpylyl6v4BTsnAM7vhKfLz0mi3IDSmby1PnB73+tDJwquOzw+7Ni35MkSfWq1sGTW4k1+VL9cZSJByQfySLmJtlpF6Qmweo7HblKpWJUKy0f7LBzosBNQoCCqctD2gIqOLVNBk9S47FGww0zYORLYo+T0SpmnBoiI9zWz6AoTdRD0mhFgDNninjAAzHTcyFsRSLZhC+bPhLpw2/8QMxGHVosMld1GXc6cDrP0lz/CLj6DZg9qXpbq6FgrcfU7pKkBFsRfHYdDHoM7l4ETrvYE3hsDcy6Fm79FsI6KXOtglPwxZiqs8srXhMrLqb+qlwAZSsUS/e8KUqrv72bkiSdIddPtRR5J8R3L8FTfrmHVSkupnQ+/2zSgCgNX+yBHw7aeaKvgrUVdH4QGC/2PfW+XbnzStKFMlrrd5bJl6jusPljOOBlZDioFagvcLbX4xYzWL44yyF9j0ju0O4quOwesQzv4O+w8k2Rmr3LjTVfI2Eg3P4jLPobZO4Ty5z63gv9HwBLPS5zlCQlGPzFPsDV/xZf51KyOPbB36svywXIPwF75sHAh0GtwICkr/1bFWraxyhJkiJqHTy988473H///RiNRt55550aX/voo49edMekC1SxtMZLjadFxx24PTAg6vx/3Qatin5RGuYfcvD4ZQZlE0eEJMKprcqdT5IaSmEqZB+EtF3i33FktwuvqdL6CpF50l5cvW3Ysxe+ZM8YAN1vhpMbvbd3nSCWCHrc4sHu4O9V27d/KZYOVux7Ks0V+5jsxWKJoyVcPHy2vRLu/AnsZWL/hjlc1l6RmgdzGHQcA/u97NmO7q3cPseyfNj5je/2Xd9Cz1uVCdYs4WIw0uFlyaHBX/m9m6V5UJwu6rypNNBmqCirYAxQ9jqS1IzUOniaPn06U6ZMwWg0Mn36dJ+vU6lUMnhqDHnHRFYvLxnFFh9z0CFIXesCuINitaw4aWN7poveEQpOToa2h82rwFEuK4ZLzUfuMbG8Lq4fBLeGE2tgyQsw8VMRRNUygHL5x5Bxz3aKctLQq5wEp64iYPv70GcqJI6qW9/aXw3r362+L8kaIzbKfzXe93s1BrHnCyA/Geb/qbKYqForEkpUBHXmMDDXrYuS1GiMVrjmDTFDe2hR5fHYfjBxpnKBhkpTmTEzfqBIIY5K1I87tkq0qRRaBm+JgNGvUnZyJ1kdbqXUrcWschCW9BXGVv2VzbRXkg0r36hep27Ys2L22VRPRcUlqYmrU50npWo+vf/++7z//vscP34cgC5duvDCCy9wzTXXAFBeXs6TTz7JnDlzsNlsjB49mvfee4+ICJmGs5rcY17TlJc5PKw55WJih9qPFHcOURNggEXHnMoHT26HSKsce5ly55Wk+lKaC9u+gBF/F9+PrhDLT4c9I/YR+YVCwPkLwhaUOfhjXwav/rqf3BI7AP1b9+eNO6bSKtAA+hqy3nlR5nBid3qwWKLQ3LkQtn0JO74WS5S63Qx97xZ7kvpMhSV/h/gB0O9P2K2x5Goj8aDCX+PEojVAcSZ8Mxkyziqm63aK5BY6E4x4UQ52SM2XNVpkoSvJgrI8sfTUHKrskj2jPwycBgMfEvUMd38vZnw7XidSiDvKwK+GUgkXwlFKZvQI3knuw3dfp2J3udFr1NzS936mRVgJt5eB6SJKH5wtZbP3At8rXhNFsuMHKHOds9icLsodbkw6NXptPWQqlCQFXPSTsed0Abq6LO+KjY3l9ddfp127dng8Hj7//HNuuOEGtm/fTpcuXXj88cf55ZdfmDt3LgEBATz88MOMHz+etWvXXmy3W57co2CpnqZ8faoTmwt6hdf+Q0itUtEnQsNvRx38tb+CS/cq9nWc2iqDJ6l5sBWJNPtzbq3cS5B3TIwoD/srlOfVKnjadCyXJ+furHJs47E8Jn+ylfkPXU5ULZ918kvtHMwo4pPVx8gssjG0XSgTL4sjduhfUF82VbzIL6RyWV23iSKRTFQPUvWt+HSLk2937qPM4WJ4h1D+MjqY1qo8tGcHTmfbMlOMMAe1ql0HJakpMgWKr/oU0QVm3wRZSZXH1hwUGStvm6fYZYrK7Ly6IpsFuyozaNpdbj7fcJISezQvjTRhMSmwpK4sH9b4XmXE+vdE1s6ayh1cgGKbkxM5JXy86ijHc0rpHhvAnQNbERdskkGU1OTUeR555syZdO3aFaPRiNFopGvXrnzyyScXdI4xY8Zw7bXX0q5dO9q3b8+rr76KxWJhw4YNFBQUMHPmTN566y2GDx9Onz59mDVrFuvWrWPDhg117XbLlXfMa42nVSkuwvxURFsuLADqG6UluchDUq6Cm081OpF1T+57kpoLpw2W/tP7JuzV/xHpiM8jq6ic13/b77UtvbCc3acKatWVojIHn609zk0fbmDxvgx2nMznnWWHue7t1RzOLhP3v39k1f1I1mjoMZk0VRi3/VTAJ5syKbI5cbo9LN6fxZgZaznhChZ7KLxx2sBeUqv+SdIl7ejKqoFThdyjYpa6Fp8VtZFt1/PT7nSvbfO2p5LtUGjWyWUX9ap8KU4Xr1GA3enij30ZXPfOGn7ckcqOk/l8sf4EV7+9iu3J+YpcQ5KUVKfg6YUXXuDPf/4zY8aMYe7cucydO5cxY8bw+OOP88ILL9SpIy6Xizlz5lBSUsLAgQPZunUrDoeDkSNHnnlNx44diY+PZ/369T7PY7PZKCwsrPLV4rldkH/Sa6a91SlOuoaqL3j2qHOIGqMGliXXUCSzLkLaiaUAUovU4u4/R6lI/+uNyyEeIM7D5nRzJMt3ALLpeG6tupJZbOO/Sw9VO15kc/Ligj0UlHl5kHHaYM88tpcEczS7eh/KHW7eWXmS0m5TvF9UowNDYK36JzUNLe4ebA7KCkRtJwCtUex7Sri8clBi5zdiCbAC8socPuMwtwfyyy6w5IEPTr0Fe/wQn+22VsPx6CyKXCuz0MZf5+2qdtzh8vDk3J1kFJYrch1JUkqdgqf333+fjz/+mNdee42xY8cyduxYXnvtNT766CPee++9CzrX7t27sVgsGAwG/vSnPzF//nw6d+5Meno6er2ewMDAKq+PiIggPd33A8trr71GQEDAma+4uLi6/IjNS0GK2Et0zsxTRombI/luuoVe+JS3XqOia6iGpScUDp7C2ouROIV+kUhNS4u7/86XVa4W6cW1ahXBZt+jwW1Ca5eJYcORHJ9t64/mkl/q5aHJXopLreWnI77TGy8/mEVhq6urN8T0gTsXwrHlsPjvsPdHMUgjNWkt7h5UQmmeyJaZvAEyD4hECEpSqcRnwdCnRCKZ6F5iSdv4j+DKv51OGKHMpcz6mk9k1imTmCLPpiG3233el+UZA8hucwPFDmVWpqTkl1Hu41wpeWXklSgzwyVJSqnTXeZwOLjssup7Vvr06YPTeWEP2x06dGDHjh1s3LiRBx98kDvvvJN9+/bVpVsAPPvssxQUFJz5OnnyEvhln3c6gcc5M08bUsUDU6c6BE8APSM0bM90kV+uzHIDAEI7iu9y6V6L1OLuP79QCGrtvU3nJ7LvnUeYJ4cHBnjP6mXQqhmcWLuMX666LPvR+6H2jyTQ4Psl/gYd6uieEH5WsdCILiKj1lcTYME0WPcOzL0TPh7mfWmS1GS0uHvwYhWmwrx74d2+8OloeK8/zL5ZZJhUitEKo/4hBjLn3Aob3oMN78O3t0HmflFs2i9EkUuFGqFLtPc6dT3jAgkxKvP7WqdR8d+tdlIn/IQ7tv+Z465Ww0gZ9yPv73CgVaJuFedf0ajgE4gkKaJO//Jvv/123n///WrHP/roI6ZM8bH8wwe9Xk9iYiJ9+vThtddeo0ePHrz99ttERkZit9vJz8+v8vqMjAwiI6vv7algMBiwWq1Vvlq83GMiDeo5aVc3pjmJsagINNRtyKtHmBq3B9alKjj75B8p6kPIpXstUou7//wjYNyHogzA2VQqGPO2SBtcwVkuHsiyD0J+CrhcUJiG5rNrGR96inHdqmbb8jdo+XxqX6ICapfJbmAb3w9ffRKCsBq9zIJpDahaDebWTr6jpzsGJhAaHAJ3LIAH18HU3+CmL+DHB6vvdyrJhh/uUX7kXlJMi7sHL0Z5Ifz6F3G/jv9YFIae9Jmo0Tb3LpGBT7Fr5cPOOdWP751fq+W9tRVi0vLe2CjahlWdsU4Mt/DO9ZEE+ymz5ynQT8/AdhHc+EMhn7V6nX2TVrF30mreD3+BMd9mM7prFCa9MokcYoNMGLTeH0cjrUaC/GRdOalpqXW2vSeeeOLMf6tUKj755BMWL17MgAEiVeXGjRtJTk7mjjvuuKgOud1ubDYbffr0QafTsXTpUiZMmABAUlISycnJDBw48KKu0eLkHfdauHJjmouOwXX/cAv1UxNjUbHqpJNr2yj04aVSQWgHOCmDJ6mZiOwO9y6FrZ+JdN6B8dBlHBxZBrF9xexTUTqsng7bPhNBlCkIhjwFiSMh/wRh61/lxZH/ZtrQ3hzKKMKqtdNKV0BEiB2tj4eGc4Vbjdw9qBWfrj1e5bhRp+YfN3QhyNfSwKAE4h0neejyCN5bl1Gl6bKEIG7sGYNarRKBYEUwmLLF94Nl+m6xkfysVM/ZRTbsLjcatYpwf4WLa0tSXZVkQdvhUHASfn0KygvEjHGPW6DTGCjOUqbWk71EZJ/zZf0MaDUUlMiC5xdEQnA531yjIc0dz6lCJ7FWHVHqPMKCzcpc47TL24bSKy6QnRkO4v3VuD0edmU6GNU5gs5RygXlYf4GXhjTmefm76lyXK2CNyZ0J8IqSyVITUutg6ft27dX+XOfPn0AOHLkCAChoaGEhoayd6+PlLdePPvss1xzzTXEx8dTVFTE7NmzWbFiBYsWLSIgIIB77rmHJ554guDgYKxWK4888ggDBw48E7BJp3nJtJdbJvY7Xd364rLRdwvTsPKkE4/Ho9wDUVgH2PcjuN2g0LS/JNWb0iyYdS0kDBT7GEqy4PuponZL1kExM/XLE5D0S+V7yvJg8XPiYe3mr6AghcA/niCwKIPE1kOh5y2w4xsI+ytw/lTnAAEmHQ8PT2Ro+zDeX3GE7GI7l7cN5u7BrYkL8pEtD0BnIjCqLfcPKeD6Xgks2JVJkc3F9d2jSYywEO7v5cHEXlxzZ5w2QNSv2nwsl9d+O8CRrGLC/Q08fGUi13aLItS/hrWCktQQ3C7IOlC1VpGjVKTgL8kSv4uU4LKLsgW+lOeLfclKsUYR3tpIeEkOPUJKRZ04v1jF07GH+RuYcV0oqg3voVk1D1RqRnS/Fc9ld6O1KHd/G3UaxnSPpmOklRnLD3Mip5Su0Vb+NKwtrULNcjBGanJq/WS9fPnyCz55SkoK0dHRqH08IGdmZnLHHXeQlpZGQEAA3bt3Z9GiRYwaNQqA6dOno1armTBhQpUiudI5co+JlMRn2ZYh9ju1D7644KRbmIbfjzk5UeihVYBSwVMnsH0pfqlFdFbmnJJUX7IPga0QDi6q3nZ8pZiFOTtwOpvTJmaotnxaeWzfj7B/Adz4ARgDL6grwWYDwzqE0zs+CLvLjdWoQ1+bmSu1hsCgYAKDoHNcLUbaA+LFLLG3zQgGfzAF43K5WbQ3nae/r8ySlVlk44Wf9pKUUcQz13T0vpRQkhqKCtj2ufe2/T+JfX1K0OhxJY5Gc2qb12Z34ijUKgULzoOY3TYFKXvOc+Uno501ShTSPk2zbjrs/xHu+lksf1SI1aSjT0IQ79zSk3KHG7NBg0mn8P8zSVJIvQ77d+7cmePHj/tsnzlzJsePH8dms5GZmckff/xxJnACMBqNzJgxg9zcXEpKSpg3b16N+50uSR6PWLZ3ToHcbRkuggwqwkwXF/B0DFajVsHaUwruewptJ/ZopWxS7pySVF/K8n23GQIg/4T3NpUaWg+uGjhV8HhgxWvUdSu01aQj1GKoXeBUF5Yw6Huf97Yrnwf/SDKKbLz6i/f6VbM3JZNTLDNkSY3MVnxmltQrhfY8uVwuCtqNA7/g6o3GAAo634aC804Nw+WEbV9WCZzOyDsGh5bUy2UtBvHZJgMnqSmr1+DJo1BROKkGZXliVPycZXtbM1y0C7rw+k7n8tOpSAxUKxs86Uyi6nryRuXOKUn1JaIL+IVQNOApMq6ZSf6Ql8W+JwCDRWTk88YaLWatfMk7Lja0n4/HI7J4ndom7pncY+Co57onBn8Y+jRc8wZYwsWxoNYiDXP3m0Cjo6DMQYGPmjIeDxzPPs/SP0mqb/rTdYjMYRQOfEbcv4NfrJwxUWjmpsht4PkVxSSP+wlHh7Gg1oBKjaPddaRMWMgzywopdNXDMtbiTCg45T3AuVhluWKW3Jdd34plyZJ0CZKhfXN3Jk15ZfDkcnvYleViXDtllsx0DlWz6qRL4X1PHSHZd7FjSWoqSkzRHLphKf9ZncaBLaXEBkXx6ODh9CxcQVBYNATGiUCpMLXqG112MJxnU7X6PB/BToeYof3hbpGUAkQRzuF/F5vezedPf1zmcJFdZCO1oAytWkVkgIlwiwHd+WatLGHQ937oNBbcTtAYRPbB03Samt9vNshfL1IjM4dSPOwVkkJH8Nb6fA5uLiUuOJrHrhhF95L1BFoUSBYB6LQaim1Orvkyi1t7Pcq1454GYMkxG19+lU6HSH+0WgXvh9JcOLYSlr0i6iaGJIrPhFaDvc9+1YVKIz5rfNH5nf/z6wJlF9nIKraRV2InzN9AiMVQY408SWos8rdbc5d3XHw/K3g6lOemzAltA5WZWOwcouHHQ04O57tpF6RMalLCO8OBn8WIWcXItiQ1MW63h7XJpdz/ZWXtuaxiG1NP5vOXUaOY2iYWP7M/TPkevhhbNYW3MQDiB4oCma7qS9g8sf0oVlnwc3vQqH0MSuQfg6/Giwx+FZzlIhlFcBvoeG2N/c8vtTNv2yle/+0AdpcoQulv0DJ9ck8GJYZi0p3nflarq+2nrBBs1tE9NoBdKdVHn60mLbE1JbGQpAbgUhtYETCWh7+qzOKWVWzjjuQ8nr9mGFNUfngpAXvBzAYt9w5pw6pDm/h4YyYfn7Oo4r6hbQgwKbT/z1EGW2fB0n9UHss+CN/dDle9Kpbb6hSY5TKHQP8HRJ03b/r/CfS1K/BdGydySrj/i60kZRSdOTY4MYR/T+pBZIASf0uSpByZ6qy5yz0mlthULE8AdmW5UANtFAqe2gWp0aoqi+4qIvx0oojkDcqdU5Iuks3pwuWuXG6cUVReLX1uhelLj5FtOx18hHeG+1fC7fPh+v/C3YvgztMbqsd9KJIvnM0UxKkhb7BwTybOjP14dn0HSb9D3glwnhVo7f2xauB0tpWvV85G+bA3tZB//LzvTOAEUGRzcv8XW0jJLa3xvecTbDbw1k09CbVUHRk2aNV8csdlhMtse1Ijyyi28/xC70Wd31x8hOxS5X6ndYm2cnPf6gkUxvaIok+CgokdijNh5Rve25a/AiUZ3tvqInEEtBpS/XinMRDdU7HLZBWVc+/nW6oETgBrDufw4k97KSpvdjvGpBauXmeeZHrJBpB3HPyjqhzakekixl+FUavM/3+jVkXbIDXrTjm5vYtCU+jmUJHkInk9dB6rzDklqY5S8kpZdiCTZQcyiQ00ceuABOKCTOSXOsgq9r7h3On2cCK7hPhgPxEcBcR6zz7VfjSuB9bi2PoVxqIT5EUOIjNyGLk2LeMy/oNh+beVr9UaRRHPNsNArYP0XdXPVyHnsEi77ENBqZ3//nHQa5vbI5I6PH9tJzTnWX5Xk8RwCwseHsz25Dw2H8ulXYQ/Q9uFEhVgQnsR55UkJeSWOsgv9f7gbXe5SS2wEafQwocQTRnP9HRyW8d4fj1sw+WB6xINxBrLCdGUAgoNJhSl+06C4SgT7RV7Mi+WfxRMmAkZe2DbF+Iz6bK7ILS9oitGsopsHMr0vkdy8b4Mcort+MvMnVITUq/Bk0wY0QByj1UWtjxtV5ZLsVmnCh2D1aw5pfC+p/BOcGKtMueSpDo6klXMpA/Wk1tSOePz1cZk/m9cN3rHB9b43lplu9ObOWoL4NWMcYSZNSTtKUOzN49Pu+7GtO/bqq91lsO3U+ChTRCaKJJV7F/o/bwh7cTDjA/lTjfJXmaXYoNMhPsbySoqx+7yYLrIlbgxgSZiAk1c37129aokqaFo1DX/49ZpFVqGDpB9iOAvRxKs86NbbF8xoPLTFlEz7c6fobWXGZy6OPtnCogDa5RIGlF4qnq7EvwjxFebYYCqXmozZteQmdPjgWKbggmrJEkB9To0uG/fPhISEurzEtI5BXLtLg9JuW5aByj7V9spRENOmYejBe7zv7i2IrpC+u7aZRyTpHpQWObgxQV7qwROFZ7/cTdGnYY2od7X9Zv1GmKDarcW3+50suJgFnO3p7MrpYD7e1sI2jbD+4vdrsosV53HieyUQa0pGvAk+Zc/hzt+kGgb8qTP/UgAfnoNHSIrE1Z0jrLw8x0JzLsii1ltl/N6t3SMZWm16r8kNUdmg9bnPWo1apVLRuAohXXvVP73sZVwdEVlsek1b4GtyOfbL4jeAgmD4aYvYPDjENsXhj4Fkz6HVkOrLOFXlFpTb0XtI6y+E1No1Sr8jXJ7vtS01Ppf5Pjx42t90nnz5gEQFxd34T2Sas9pExm+zqrxdDDPjcON4sFT+9P1njamumgbqNDIVkRX8Ljh5CZoN1KZc0rSBcgrtbPmcLbXNrcHDmQUMv3mnkz+aANljsr9EWoVTL+5J2HW2i3FCbSYsRi0Z0ZQw8xaKEr1/YacI+K7JYKse7awLTmPT7cXU+ZwcX27kVw3OpQYi0akMLeXiI3blgjQVT6E+Bt1PDGqHasOZtE2zI9PRxuJ/PHaqumF/SPFqHhou1r9HJLUrKi1vDWxG7fP2oLNWTnwp1GreGtSN+WyxTls4l70pTBVzCob/C/+WsZAGPUPmD1RZN2rYA4ViWsusPB2UxDmr+eyhCC2nMir1japTyxhFrl/Umpaav3JERAQUJ/9kOoi/yTgqbLnac/pZBEJVmWDJ5NWResANZvTXdzaWaGTWqPBFAzHV8vgSWoU7vOsLM4psjOyYwS/PzaEn3aksuVEHonhZib3jSc22A+9pnYDCeFmLU8Mi+Efi0RB3T2Zdi6L6gmntnp/Q9thAGS7/Pjb4iMs2Ve5CXxXSgGztuUx985OxG5/F0qz4dgK6HoTDHlCpCouzgC3k0Srlfdv602QM5vIXyZVr8tSlA4/3Au3zatV2nNJak6cbg9Hcsr44YEBLNmfwY6UQtqHmxnTI4rtJwuICVYoYYTBgjv+ctSp27w2u+MGoFYicALABfPurRo4gcj0Oe8+uMPHMt8mLNhs4J1bevH8/N0sSxKFizVqFZP6xPL4qPb4ybIHUhNT63+Rs2bNqs9+SHXhpcbTnmyRLMKgULKIs3UIVrMxTcG1xyqVmH06tkq5c0rSBbAatXSI8K+W5alC39bBaDVqEkLMPDw8EZvThU6j8Z1a3AedJYhxvVSE+pt4c+kJPtycx/Vjnif0+3HVX2wJh4RB5JXYySwqR60SDxJnZwFMKyhn1uZMngmIQF+eB2PeEfsH/3gROlwr0gvbCjF1uJ4uw98lvNwGRT6W6KXtgNIsGTxJLY5Rp6FLhIlWmkweCNiI2q8Uj9aAk/74t45Aa1AoCYFGR2n3O7BsnSmSNlRp01Pa5wEsNdVMuhAlOaK2kzfZh8RgijXKe3sTFh1o4r+Te5FdbKPU7sLfqCXM34CfXgZOUtMj0yE1Z3nHxbIDv8qHnj3ZLuIVnnWq0DFYTWqxh1NFCu57iuouHt5kpXKpEYRYDLw6ritaL8HQTZfFEn7WchGVSoVRp73gwKlCUGAgY3u3Zt59ffjuvj7oYnrguWVO1Qx9rYbguvNX/kjVceesTTw8ezuhFgOz7upL+4iqexnm7cwk19Ieds+Fb28TS/fUWtAawFYIWgPJfZ9j3EebycvLqblzDh/p0CWpGQsx62jrPITl0yH4/fYoxj/+iun3x/GfNYTw7I0EKpUAr9zBGxvKSBs/HyK7VTaEdyJ9wjxe3yAKvyrC7j0rXWX7xZUgaExWk442YRa6xgSQEGKWgZPUZNX5X+b333/Pd999R3JyMnZ71Q+Fbdu8T11LCqvItHc6u47L7eFArpsJ7esnpWeHYHGdzekuYvwVCtAiu4t9TyfWQ4erlTmnJF2ArjEBLHxkMP/94xBbT+QSYjbw4LC2DG4XSuDZG8pLssU+Q7VWZJ+qC7Wa8OCzlkAHXSPqpZQVgEqFXWthxuZi3l625cxLjmaXsHBXKu/e0psHv9pKiV0sNaq24nD1f+DWuWfSl5d3mshHW4vIKXFQbooTM73eMqDq/MRSv7PZS0QGrz0/QO4RaDcKEgZ5T8UuSU2Uuygd88IHqqf2drsw//Ig5feuBvPFJ7XyeGB/RikTD5bzz1Ef0ifUBXjYnafjbz9n4G8sxlP9jq0TtykYtVoLbi+rQDR6PKZAZJEYSapfdXoCfuedd5g6dSoRERFs376dfv36ERISwtGjR7nmmmuU7qPkS96xKskijhW4KXdCK4WTRVSwGlTEWFRsUnLpnn+UWKZ0bKVy55SkC2DUaegUZeU/N3Xn50eGMPu+/tzYK4bQilmnsnw49Af88hRsmQm7voWDi0UwpQSXE8++BfDtFPTfTORO3R/8MKUV/met8y8sc/L1xmRu6Blz5tiNXYIIPvJj5Xk8HkjdLvYRAgVRg1l+RIxSzztoo6zrFO/XH/qXquUOHOVwaDG8108U4t09F+bdDx8Pr0xkIUnNgKYsF/KTxQBBj1tg2F+hz11gDIDyAtTFymSbtJp03DGwFe+PjaR3/mICfr6PgIX30i3rZz4YG8GdlycQ5KdMZr9CTTAlve7z2lZy2YMUqIO9tkmSpJw6zTy99957fPTRR9xyyy189tlnPP3007Rp04YXXniB3Nzc859AUkbeMQhqc+aPe3PEcjqlk0WcrUOwSBqhGJUKInvAkWXKnVOS6sBi0GE5dw+EyyUCCbUGutwAucehJBOcpWAKAo0RjDWnBi5zOMkrceDxePA36rCazrpG/kmYdTWqszJ1BWf+jYCIHnx44wxu/Tb5zPGl+zP47809mb0pmQirgXu6G9B/s6DqxTyuM1m/tI4irKYY0gthxrpMek14kMsCErBufQ/K8sA/Cs+wv6HqeJ1Y6lehOF1sPD93lqo4QwSQkz4Dk0wgJDV9Wo8TOo2BXrfDzm9g3wIIagU3zIBDS9B6FFpKB1wd70b/zV2QlXTmWED2qwQEf0O72xYoVh/xeLGa1LBbGTQsloDc3WD0h/Ii8kN6sko3iFYlKgLl9kVJqld1espOTk7m8ssvB8BkMlFUJDZb33777XzzzTfK9U7yzeOBvBNVkkXsy3YRalLhr6+/SfuOwRoO5bnJK1dw31N0T8g6AIWy5ozUxBSniT2F5nA4sQ6OLBVZrqJ6wp7vofR0FjynXdyP+36CzZ9A6g4oyeFkbinPz9/DFf9azqA3ljNt9jaS0gtxutzgcsL2L72mONZk7KSdbW+VGlMatQqjTsPTw2L4YUIwcb9Mqb50J3EULPsnACEHvube3qLOk9sDd39/gmnHB7N21AL2TFxJwW2LUfW+vXqiiNQd4HJ4//9xbDmUnWf/lCQ1FeZg6HQDfDMZ9s6HzP2Q9JvYIxjeCZU15vznqCX9saVVAqczco+iS1rofclsHaiBhQeKsMUPxWkMgMz9uIyB2OIG89OBIrlkT5IaQJ2Cp8jIyDMzTPHx8WzYsAGAY8eO4VHoA0I6j5IssbfhrODpQK6LeGv9fnR2DBH/ZLYoOfsU1RNQwdHlyp1TkpTgcohZp68nwqaPRFr9HV+Lh7HQ9pC8WQROJ9bCjH7w3e3wy5Pw0RWkpqVy84fr+WHbKRwu8bm4+lA2N8xYy4mcUhE07Z7r89Jhh77lyraVs1o39IymV3wgD/Q2E/vdaLEc6Ww9bhEFdUtPLydM28mwgHSubBd45iWrD+cx5bsUfjphwG2JFDO/56qpmKfH432vhSQ1QWq3ExY/J/bVnmvpP8RMrRLKCmDHV77bd35TPbV4HUWa4ZVehYR/NQztpg/h+Bo0mz4g4qthvNG3hEg/RS4jSVIN6rRsb/jw4fz000/06tWLqVOn8vjjj/P999+zZcuWCyqmK12E3Io05ZUpSfdluxkUq1ABWx9CTSpCTCo2p7kY1UqhxBTGAFGk8/BS6HmrMueUJEV44OfHRYHLKoc9sPh5uOkLEQTNvglcZy0BiuzO6hQHqQXVs9iVO9y8t+IQb3TPQKuu4X5Va6io6xnub+Dh4e0IsRjAlAAPrIZV/4YTa0RxzEGPQesrxHK6aZvg+FrIO064xci/xnchudDDr7vTMOo0XNc9iqgAI4He9mB4PBDfH657C05tgT3zqv7swW3AIJfsSc1EeZFYbuqNoxRVcaYYBLlYKlXNBXfVWrykeKmTUE8e6kUPgfucwM/tJGTRNNx3/QaEKnItSZK8q1Pw9NFHH+F2i9/q06ZNIyQkhHXr1jF27FgeeOABRTso+ZB3XHw/vdE7p8xNVpmn3tKUV1CpVLQPUrjeE0B0L7G3xO06kz1QkhqdvcR3TRVHqZilKcmsGjgBtqg+/HbM9z2y6mAOhV10BHe+QQRBXuR3vYvM3fDi6ATG9G5DqKoACvLAFAjhHWHs2+L6al3VpXdBrcTXaaFAaBD0Tgiq+WctTIN9P8LGD8FeJIKxW74RI/Sp28UD4rX/qZ5p0F4CxZmi3IDeIoI5U2DN15KkBnGe5eVKLpTpMgFSNkPHMZA4HFCJREj7FkCX8cr9XivP9z2LVZyJp7xQmetIkuRTnYKnlJQU4uLizvx58uTJTJ48GY/Hw8mTJ4mPj1esg5IPecfEhnWdCYADDZAsokLHEDVf7nFQ6vDgp1NomWBMH5HF7NQ2iOurzDkl6aKd59+3Rl99+RygsRURbPR9L1pNOtxFaRB/OYR3hsx9VV/Q+gosfn68GbEUS8drUG15C7Z+Kgpwth8NV/5NJIvxN3u/wIUqyoDvp0Ly+spje36Ag7/DTV/CunfhymchonP19614TezdqljO13YEjHkbAuOQpEal9xerM7wViNabwRymzHVUaghJhNsXwM7ZsOj0UsGO18Ft88XyQIUCNZen5v0Wbo8HOfwoSfWrTsFT69atSUtLIzw8vMrx3NxcWrdujcul4H4YybvcqmnK9+e60Ksh0lz/20U7BWtwehzsyHRxeYxCRexCO4DBCocWyeBJajr8gsW+wth+0HU8oBIjyIcWi+AipK3YF5U4Qiw7PU17ZBF3jHmceTu9n/buQQkc8IvmeHIxN47/GlPqOjS75ohgrPNYcY5vJ+M/9n8w/0+QubfyzXvni+vfv1Isd1VCdlLVwKmCvQS2fgbjPwLLOQ+a9lJY9S/YOqvq8SNLYe5dcOsc5R5OJakutHoY9U9I+hU63yCOqTUiaUR0L9AotPTcYBEzsl+Nh8LUyuM754jPhTsWgN95Zn5rSW0OETO83orlGgNQn1uzTZIkxdVpmsLj8XhNu1lcXIzRaLzoTkm1kHesSrKIpFw3cf5q1AqlQ61JjL8Kiw42pSkYJKs1YvYp6VflzilJF8s/Cqb8IGZRFkyDuXeKGRpHGdz5i0gi8fGV0OsOCO9U+T5bEa3SfuPRYa2qnfLKDmH4GbTcNvsgzy9O5dovTrBUP5Ks62eRO/pdCmKuEEtzrDFitPrswKmCvQRWvCG+K2H3D77bDv5WbVkiIJbqbfvc+3tObRGzUpLUmEpzwWgVxZ1/fLDy/lWpxYxv4SllruN2w6ElVQOnCiVZYumeQoPKGpVazAJ7c+Xf0Kjrf/WJJF3qLmja4IknngDEvpe///3v+PlVpnVxuVxs3LiRnj17KtpByYfcY2K0+7T9OS5i6znTXgW1SkWHYM3pYrmG876+1mL7wqo3Re0bueRHagqcNtj9HayfUXnM5RBZ8kpzIH6AWK625AW45k349laxby8gjsCYDtwbHcW4rsGklUJRmZ2IABPbUop5+vtdAAxpF8ot/eL595IkDmaIkeTe8QG8NvoG2t19K+pf/+K7b4d+P73P6DxL9xxlItApShODFJZIERRqzvr4N9RwDq3Re1Y+e5H3oKpCQQpEdq25b5JUj9wGK+qtn1UN8l0Oscy0JBP3iJfrNoJ8Lluh2C/oy/6F0O9+sR/wYpVkit//kz4Xs745R8SSwcvuhsN/QExfCEq4+OtIkuTTBQVP27dvB8TM0+7du9HrK7M16fV6evTowVNPPaVsD6Xq7CXiA/T0zJPL7eFQnpte4QotQaiFjiFqfjjowO7yoNcouO9JrRWzT/1l4hGpCSjOgI0feG87skz8O1WpIP+EGN1+ZLsIKPQWCnSh7EnO5O3lxzmeU0b7cDMPDWtLUkYxDpcHP72Gewa35t7Pt+B0V26I2JZcwMQvSlj2SG/CTDUs9dFbxAh6TcryYdd3sOR5EQiCyG45/mNoPfTMnkm631w1QDxbr9vBz8tDn94sru8tDTRUTywhSQ3N4xF7kLw5uAhGvKTMddwucT/6ojf7rp12oQxWUUtu34/Q7SZIHClm0H7+s5hpG/iwMteRJMmnCwqeli8XdXimTp3K22+/jdVqrZdOSeeRd0J8P52m/EShG5sL4hogWUSFjsFqyp2wJ9tF7wiF9j3pzRDZQ4zSyeBJagrKCyqDDm+KM8XDTHmBCKJOj/jaHC5+3HySF3+qXHKXWWRjzZFcXhrbhQFtgokPNvPt5pNVAqcKRTYn87ed4r5et6E6d09RhcvuFn3LOSL2ZnkLtNJ3wW/nzF6VF8CcW+DB9RDWQRwLjIeBj8D6/1V9bXAbGPiQ2DtyLnM4dB4He70s+QttV6WMgiQ1BretGHUNQYu7OAu1EjG+RicGII6t9N7eY7KYwVWCOQzi+sPJjbDhvaptrQYrM7slSVKN6vS0PWvWrDOBU0pKCikpKYp2SjqPvKo1ng7mipHfhgyeWgeoMWpgo5L7nkAsgzqxDkpylD2vJNWF/jwVJ01BImV5YLwIYE7LLLLxf7/u9/qW6UsOMqV/Au0iLOxKKSA+2I+Px8Ww5s4w1t3mz+K74rm9TxjLT5Tj8IuAAdOqnySqp9jw/k4P+F9vmDMFsg5WfU1ZPix/zXu/3S6RCKJiH4YpCIY8AfeerrXW4RqYMBPu/BkCfCyhNVhg9Csiu97ZwjrCrd9V2ZMpSY3Bra35/vUYA5W5kNEqBiI6XFu9re0IiOqhXPp+cwhM+ASie1c9HtsPbvygyueQJEn1o05TBm63m1deeYX//Oc/FBeLdfr+/v48+eSTPPfcc6jlhsX6lXsMtCY4/cF/INdNgAECDQ2z5wlAo1bRPljNhlQnD/ZUcN9T/EDY+D4c+Bn63KnceSWpLvxCoe1IOPJH9bbABLFMxuOBG2ZUmWnJLCrH5vS+nK2gzIFWoyK/1MFl8YE808dN9O93VtZuU2t5pvcDHOpyp1iOozXAzV+JDemOElEzpixPbHz3nJ61OrEWZl0N968QgRyI4rYVAy3eZO4DVzloTu938gsWX1G9RGplb7NN57JGiwe5kiwoShfvN0eAf/j53ytJ9SxfFUBI/GA0yWuqN4YkUqAJUq6crDVaDDp0mySyYXrc0G4UOO3gH+1932BdqTVidYYpUHwWmILEYIlKJimXpIZQp+DpueeeY+bMmbz++usMGjQIgDVr1vDSSy9RXl7Oq6++qmgnpXNUZNo7/WF8MM9FrH/DB6ydQjT8fMSB0+1Bq1boF4MpECK6iXTMMniSGpspEMb8F+bcKpbAVbDGwNj/iTTEf1oDQa2rvO18Ga/CLHoW701jzs2xhHw1Egz+FA58Goc+CGv6eizbPqBbSALaw/th2yzQ+UG3iRT1f4KykiKMmduxas4JbkpzRH8umyr+rPMTGcW81bgBscfQ21IijQYupFJMRdBVsQRQkpqIHJeRwsH/IvGPe6rWUguM5+TVs8i1+ysbPCWOhLRdFHe+BQ8qLJ4SVPHdICBGqauIAZt5D8Dx1eIZQGsUSWFAzHJN/FQWqZakelan4Onzzz/nk08+YezYsWeOde/enZiYGB566CEZPNW3nKNVlsTsz3HTIbjhg6fOIWq+PQB7st30DFdwxKvVINj4odhPYpEj2FIjC4yD234Qs0A5R0RiCP9IkZ646zjQmSi1OykoKUOjURHubyTc34DVpKWwzFntdNEBRuIcx1k4tT3alI3kDPknO7Q9+HB7CfmldoYm9OX2W54hbt1z0G0ibJtF7pCX2GocyNvzc0nNL6dL1HCeun4Cifvexbznq8qTH14CvW8XiVeMVpHS+MRa6DpB3Fdulyh8e2Q59JwiRrAlqYUK1ru5+/ccHun3Ad38i9EWHMPpH8thWzCv/pzHrNvjlbuYo4z0MjV/ZMTxzY5cACZ1j2d0oJYoU8n5s2LWVkmWCJxAzDxXBE4gaqyVZCkfPDnKxAwXgF+ImA2XpEtYnYKn3NxcOnbsWO14x44dyc3NvehOSeeRd1QsrQHKnR5OFLoZkaBQ0oYL0CZQjUED61OdygZPCYNg04ew90fof79y55WkurKEi6/oXiKV/oKH4Ngq0abRo+59L/sjpvDSskweGNqWq7tG8r/Jvbj78y24zkoIYdCqeXt8OyLWPgQdriUvqBv/So5izo6TZ15zMKOYOTu1zJ/yGu3cxykZ+jxFscPorypi3hg9LkMY27NUPPpLKn8f9iAjcvaiShOZUAlqLQKnCmGd4N4/YM10+O0ZsbG9y3h4YJUsByC1eCF6Fy9d35HbPt0CQLA5ioKycmzOFD6c0pNATfXBjbpKKyjj7m+S2J9eWbx2b2ohX27N4qs7uhMVplDwVF4oArFhz4oEERUZL4+thhX/J9qVlHtcfH7snScGW3pMFvsw5eeHdAmr03RFjx49ePfdd6sdf/fdd+nRo8dFd0qqgcsp6qec3l9xON+N2wNx/g2336mCVq2iQ7Ca9aeU+wUEiFTK0X1g17fKnleSLkZJtthvOPumysAJwGXHuPk9+mV9T49oM8/9uIeXF+6jQ4SFXx8ZxL2DWzGkXSgPD45i0Z3x9Dz8LvS7D4ozSTMlMmdH9eQoxTYnr64uoMQSj7HNYBIWjMf6+Qj0n12FadZwLi/8jV8mh/Db4RIy+p7OpqdSibTiVfqcBZ9dD3t+AFuRWPKz+RPxMxRn1eP/LElqfCVOD91PfsmiO2K5v38YieEWbukVxqI74xmU/jludw11yi6E086aI/lVAqcKR7JKWJyUg8de5uWNF85tDIS7fgFTiCjcPXMULHgYLBFw1y94jAGKXAcQmX1njoBtn4laVmV5sOF9mHWNeA6RpEtUnYKnN998k08//ZTOnTtzzz33cM8999C5c2c+++wz/vWvf9X6PK+99hp9+/bF39+f8PBwbrzxRpKSkqq8pry8nGnTphESEoLFYmHChAlkZFzClesLToqinKeX7R3MFdmyGmPPE0CXUA2b0l3YXdXTLV+UNsPg1BbIPqzseSXpQtmKxaju7JvEvqez906cxbLtQ+7pIeomdYsN4LutKazafYQnAlbyYdj3PJH7T1rNHoxu84fw3R0Q3pHd6b7ToK88nItep0Pz9biqDyr2EvjjRSw5e3m6vx+FxhgxozTuYwiMrXyd0yZSGZfnVz957lHxM0lSC+bnLMCw8hVafTOUx3Nf4cOw7/lb6ZskfnsFptWvY7LnKXKdwjIbc7al+2z/bls6eWXK1Hly6cx4Di6CBQ9Cxl5xn2fsgfn34zm6EqfOX5Hr4HKIjJwl2dXbCk5C0u+VCWsk6RJTpyfu1q1bc/DgQcaNG0d+fj75+fmMHz+epKQkEhJqX9l65cqVTJs2jQ0bNrBkyRIcDgdXXXUVJSUlZ17z+OOPs3DhQubOncvKlStJTU1l/Pjxdel2y1CRPcsaDUBSrptwPxV+uoafeQLoEirqPe3MrIeU5XoL7PxG2fNK0oU6tRXWTofBT4jZG18cpZhV5QxODKXE5uTtpYe5KkGN39Jn8dv2Eeqjy6oWlF32Cv3Dfc/aXpYQhPrgb1X3NJxt04f4mUwERcTBw1ug0/VVC3WW5cGBX3z3d/d3Is26JLVQanshqLUUDnyG4/1f5mCbOzjW5znyhrwMBiuqUmVmX1V4qClnkkoFKo8yvyM1jmJUa6Z7v86qf6GxK7RsrywPDiz03b7nezEbJUmXoDptlGndujVpaWnVEkPk5OQQFxeHy1W7D4nff/+9yp8/++wzwsPD2bp1K0OHDqWgoICZM2cye/Zshg8fDogaU506dWLDhg0MGDCgLt1v3nKPinXH5jAAknJdxFgaJ3ACUe/JrIO1p1z0jVJw35VGL9Zz75gNV/5NbmyXGkdxJhScEnudfnsaRv3D92s1emwqIxP6hPDywr1EWo2Ycvb4fn3BSaL0vpfyXNUxFE3qFt/vzz7IrrRSDpWpGdcrlgDdOdn3VOqaN6nrLaBq+L2SktRQ3Dp/ssbP44VNGhYvq5y97d+6F2+NX0C4SX8heSV98termHJZJJuPe5/JuqV3JEEGZVaHqEqyRBkCbxylqEqzgXYXfyG1FnQ1fX6Yq+6vlKRLSJ3uZo+Pqdri4mKMxrpX0S4oKAAgOFgUedu6dSsOh4ORI0eeeU3Hjh2Jj49n/fr1db5Os5Z7DCyRZ4KJpFx3gxbHPZdapaJziIbVKQrvewJodxUUpcKRZcqfW5Jqw2mDzL2w6t8i257L5rNobHmXm/lmXzkGrZr8Ugc2pwuPzuL1tRW0zlLu6RtW7XiASce13aNF0OZLcFuO5Tt5aeF+tp/Mr95uDoN+D/h+f/8HalfLSZKaqRxNKK9sM7D4QNVEVhuP5fPIHyVk6qJ8vPMCqbUMCCygZ2z1JXOdoyyMiCgFpepfni/TnVKZ8PyCYcCDvtsHPKhcBkFJamYuaNjgiSeeAEClUvHCCy/g51dZvdvlcrFx40Z69uxZp4643W4ee+wxBg0aRNeuXQFIT09Hr9cTGBhY5bURERGkp3tfX2yz2bDZKvcRFBa2sGnl3CNnkkUU2T2klXgabb9ThW5haj7f46DI7sFfr+AsWEg7CG4DW2eJYoNSk9ds7z97GZRkiKUqOj+RjtccKoKnLTMrX7fidRjzNvz6lJgFPs2ReC372j/Ed98c5/IOcRi0arKL7eRaEonQGsR5zhU/EM3J9UwLMzH89lF8simb3BI7I1obGddOR3TWWug8Dla+4fX9WX3/wsfLxIDTvxcn0T02kGDzWcGQSgUdr4O9P8CJdVXf3OsOWZephWq292A9KHJq+XVvpte2bScLybdrUKQCk6OcyNXP8cGQx9hQFMPXe0pxe+CWLiYGBeURufwJuHUOGBTYj2QKEs8A3uq3BcSiMgZe/DUqtBkGbYdXH8DsOhEiuyt3HUlqZi4oeNq+XaTD9Xg87N69G72+8he1Xq+nR48ePPXUU3XqyLRp09izZw9r1nipBH4BXnvtNV5++eWLOkeTlnMUQtsDlcki4hs5eOoepsHlcbA+1clVrXTKnVilgnajYdNHUJh6Zp+X1HQ1y/uvOAu2fQnr3q5MrhDdCybMBEdJ1T1H+cmw8FEY8qRIXa7W4gpsTZrdzBdrsrhvSBvig01M6B3D7E0n+de6At68+n2C9n5JVrf7cRoCMOYfJnT/lyLVcOZ+gn9/mkE3fUGvEQnYDyzHP20Dmi3LRQD3wBq4/UeYexcUn06UozVScPlfmZ8dw4kcMYh0LKsEm9PLcmlrFEycBZn7xRJYvZ/IyBfUSgSHUovTLO/BelJqd+L2QKcof27uG0+4v4H8Ugffb01hW3IeeaUKZdszWCCyG5HzJ3Fjmyu5esj9eFQqTNv/C8sWQc/bQK9MIgeVowzGfyQS2Jz92aTzg3Ef+l7SVxf+keKcWUmw42uxTK/XbRCSKD8/pEuayuNrDV4Npk6dyttvv43ValWkEw8//DALFixg1apVtG7d+szxZcuWMWLECPLy8qrMPiUkJPDYY4/x+OOPVzuXt1G3uLg4CgoKFOtvo3G74dUI6HMXdBrLN/vtPLe6nFnXmNBrGm/fE8Djy8oYmaDllSEmZU9sL4Xv74TLHxV7n6QmrbndfxkFZZxMz+RkRg4JQTpibEeIWPEXsdcpMB5unQvv9ff+ZpUa7vwFtnwKsX3wtL8GVWAcJ/NtHMkqZtba46w9nM3nd/Vh+8l8Zq49QV6pg3bhFp4b3YbeGd9jjUqExX+HyV/DN5NFcHa2P60VgwZFaXiK0lG5HDjNEaQ4/Jn49TGyi8XDX5doK1/e07/qzNO5PB4xICG1aM3tHqxPxzPyWLA7iwA/PTPXHOVkbhkRVgO3D2iF1aSlf7yVDjHBylws+wjOvONgL0G74wvwuHH2uA38QtFaI5Sb6c3YC4ueg+HPi4yZ6bsguqeoj7jkRbju3xDeSZlrSZLkVZ12+82aNUuRi3s8Hh555BHmz5/PihUrqgROAH369EGn07F06VImTJgAQFJSEsnJyQwcONDrOQ0GAwZDC61+XZQKLvuZZXtJuW6izKpGD5xAzD4tT3bi8XhQKfmApveDNleKB9QhT8k9Gk1cc7r/jmUXc8enmziZWzl62zYskFk3zCN+/lgRyLid0Hpo1bpOFazRkHcE9syFPXNRLXsFbp9PnH8UwdFWWt/QBbfTzhuLj/D73sryCocyi7nry128M3Esg0NMmG5dgOnHu6E0R4zmluaKpTIDHxZ7ChY9BztnU3FXaYFWwW34atJsrv3sKG4PPHVVh5oDJ5CB0yWiOd2D9S3Y4EKtVvHST3vPHMsotPHvxUlM6R/P1e2UCyYdaj3qtf9Fc7zys0J7eCnu2P44xs9EsTUZ5jCxZO+TERDbFwJiYN8CWPICRHaTM0KS1AAadb3XtGnT+Oqrr5g9ezb+/v6kp6eTnp5OWZl4mAkICOCee+7hiSeeYPny5WzdupWpU6cycODASzPTXs4R8d1fLF87kONq9P1OFXqGazhV7OFIvvv8L75QHa8XxT73/aj8uaVLUlaRjQe+3FolcAJR0PKRRQXk9n9GHDi1Fca+C6Gns1epTt9v5jC4fjqsfqvyzfZimHcfHF6C+Y+/kqAvwu7yVAmczvbKomOsSfPw3uZCjo6Zy4axK1g85AeO3HeI/OGvizT9GXtg5+zqb849SsyR2VzbJYwXx3SmV3zgRf4fkaSWp9AG76844rXtm03JlDkV/H2VsqlK4FRBnbIRz9EVyl3HEg6TPoOAWEjZDHt/FJ9TgfFiqbG5egIaSZKU1ah5Jt9//30Ahg0bVuX4rFmzuOuuuwCYPn06arWaCRMmYLPZGD16NO+9914D97SJyD0CKo348AQO5rm5Mr5ppArtHKJGr4ZlyU4SgxROKx4YL/agrJ8B3SbJEXTpouWW2DiYUey1bWdKAUXXXknw1a9BTB9Q6+DOn0UAX5IFxkBRr+m3Z6okjQAg77i4P3fOBmMg+yN8Z6vKLLJhMWjpEh/GuA+3UHCmiOYpbugazD8uf4CAHR/6fL//3tn86+4HUFujMOhkKn9JOleeTUWp3XvpFLcHUotcJERe/HXsRbnot8702a7f9in2dqPQByhwsYJTcGgJDP+7+F2YnwyBCWKW/PAfYLSeWZ0iSVL9aNQn79pstzIajcyYMYMZM2Y0QI+auNyj4sFMoyO7zE1uuYd4a9MIJAxaFV3D1Pxx3Mn9PephyUinsbD0ZUjeAAnel2xKUm0V23yn1v/zoHCiS5Ng8yfw+7Miu1WfqRDRGeb/STykRPWEES/A/PuhJFu8Ua2BzjdCYCu46QtQaQk4z2KdcH8jkz5YT5mj6gPegj25XN2pI1e7nfi8w11OTCo7yMBJkrzSaGu+Nwx6ZRbTudxOcDtqeIEdl0uhWS57MSz7p1jCbwwES5jYo1leADoTJI6SwZMk1bOmseZLqp2cI2eW7CXliA/iuCaybA+gd4SWLRku8srrYeleTB9RX2f9/5Q/t3TJCTbrvU5gXpYQwF2hSei+v71ymWxZHqx5C/b8AENEuQbSdsCSv8PQv4g/974T7lkiHly+vR32/QS4aBesw+QjuBmcGEJOia1a4FThrZUpuLtM9P1DtB8t9kmVX7qpqCWpJkEGFe0jvNdaC7MYCPdT5venxxBMccebfLaXdJyIyxSiyLUoyRaBE4jsoNmHROAEIvteabYy15Ekyaem8+QtnV/OEZF6GEjKc6FXQ4S5acw8AfSJ0ODxwNIT9VAwV6UWo/oHfoXsw8qfX7qkhJgNjO1RPfX94/2tBK15yfubkn47vYzv9IR9xl6x72Dgw2Kj9qmtIrifNAt6ToF9CwlIWcb/bumJ7pykLtEBRv5+fRe2Hsv1ciHhUGYxtoDWEOcl258pSFwjfY9YSihJUjURqlxmXBdOkF/VGSY/vYaPx8UQrcpR5Dp2t5vU8CEihfe5AhNIj7sGm/cxkgt33iK5RoUuJEmSL01jw4x0fm435B0Tmb8QmfZi/VWom9D+n0CjivbBan476mBih3rIitf2StjxlXhAHfO28ueXWqycYhspeWX8ticNrVrNtd0iefrqjgT56flmUzI2pxujTk2HQE/NwUjOEbBEQOEp8efyImg1BEoyYd3/4MYPYO98WPtfAPK6PsTnq4/z4e2XsedUAZmF5XSOtuJv1PHe8sNc29338prYIBNFJWX49X8AOlwrEkg4SqHdVaL4beo2OLpSZNySJKkaVUkW7RY/xM8T32F7vh87Mpx0CNYwINxJ9KqHUI14DkLbXvR1zDo1Px52cd3IL4lN+ZmA/d+Ax0Nhx5tIbXUjc/c7+UucAj8QgDEArDGVn0FnC0wAw6WVjl6SGoMMnpqLwhQxVW8V9dD357iIaUJL9ir0i9Tw7QEHRXYP/nqFAzuNHjqNEcU+h/0N/COUPb/UImUV2Xjppz38sjv9zLF3lx9m6uUJPDoikXsHt6bU4cJPryHYnVbzyYwBIoCpEJoIWz+HxJGQOAKcpWcCJ/yj2JcLqw/nsPpwDp2jrASZdSxPyuJUfhlh/gYeHdmO6AAjqQXVC1veP6QNHosObMchpB1c9x9ADbZC0Bghqhes+rfYIC5JUjUerQlV9iFivruGmOA2XB8YD6npkHVAtOuVuXd0zhImdA/jmve20rfVYCZfNhq1Cr7bV8q6Vcf55U+9MbpKAQX2A3uACZ/A1xNBbxH7m4pSxZK98R+ffoEkSfWp6T19S97lnF6qZo3B7fFwKM9NvLXp/fX1i9Jgd8OS4zVsnr0Y7a8VG/M3flA/55danI1Hc6oEThVmrTtBUnoxscF+tI/wJzbID7VfqKgr5o3eIkZ1y/IA8ET3olAbyq4uf+Fk5EhS+z3PKUMi6bcuwdFhLKg0ON2VDzL70gpZeziHvq2CmXVXXx4d3o4DaYXMvKsvjwyvXO4TYNLxzNUdSC8sx1/rBoM/ZOyChX+GeffCgYXgtuMxBZA78TsKdOHK/g+TpBbCpg+EiC7iD7lH4eiKM4ET/pE4/ZSpieRxu4jb+V8W3NuFPw1rR4E6kBwCuGdIIvPv6UbC7ndwV+xTulgGM+xfCPcth2vehPZXw7X/hnuXwp554vNCkqR6JWeemoucI2KvhSWck4UeypxNK1lEhVA/NR2C1fx02MH49vWwdM9ggfbXwOaPYfBjYiZAknzIL7Xz0eqjPttnrjlGr/hAjLrTH4WmAFG/6fMxUHCy8oVaA4x9B9a9A4AnYTCu6/7LXd+n8ujwROxFdjYey+VETimJ4SH0vfy/JBTvpItWi0oFHg8YtGoeHNYWl8fDvV9swXU6sNKoVfzlqvbMf+hyUvPLcbndfLvlJBq1ClNPB6x8HVK2VPZl+1dw4Be49TvmnAhg6dJtTB3Uin6tgwn3l/sdJKmCWqPDNe5jNF+OrcyKCaC34LrpK8X2B5U6PbisrdiUXMw/F+3BpNOgUkGJ3cVfhscTG5iIw+HBe+qKC2SNhh63wufXiyx7Ffwj4bZ54rskSfVKBk/NRUWmPbWGA7liVieuiaQpP9fl0Rq+2Osgu8xNqKkeArzON4iRty2fwuDHlT+/1GI4XG6Kyn0nMMkvdeBweTCevZ88uDXcvUgUqD2xDldgAsXRgyi2g2fgyzg1ZrbnaLisxM2/xiaSUqLmjk83VaknYzVp+fj2PnQs2cTzI+OwBgRhMWhxuT0Y9RoeG9mOd5cdxuZ043J7eP33JGbc2ptn5++isMyJSgW/PjIYVdaSqoFThbI8VJs/ZmT3p3lzaR5bT+QxrEMYb07sLgMoSTrN7YG9jmjU1/1EeNE+/LJ3UhbYnpzg3hQ5Imjv9qDE8JtNY+FY1FjWrE3h/dv6UFBmx+2BELOeH7al0P2yq2mvtSoTPBVlwPd3VQ2cAIrS4fu74c6FZ2pBSpJUP2Tw1FzkHAarGFFKynXjrxdpWJuigTFavtzrYMEhB/d0r4eaT34hInnE+hnQ/0HQyYdFybsAk44rO4RxLLvEa/vVXSOxGLTgcoiHD1uhqJXiFwLtR1Ma0Ye3Vp3ikx/OzvCYD0C7cAsf3h7DXz7fUK0QZ2GZk2fn7eGzKX0YHOBmRVIGfVob0Kvc5NlgjwPeuaUXj8zejv10/Zcfd5zi2q5R7E8r5MFhiYRZDLD2F98/3MFFBF/21Jk/rkjK4nBGsQyeJOm0LKcfT87dzqHMYnrERtEtpiOH9xSz4dgJQi1pfHd/f0WCJ71Gze70MoZ3DMdRkE5PqwMVcKRQx8A2IRzKsdEpVqF6bCVZlcv4z5V1QMywyeBJkuqVDJ6ai5xDojAnkJTrIs5fjaoJZdo7m79eRa8IDXOTHNzdTV8//ew6QVRZ3/E19L1H+fNLLYJeq+HOy1sxd0sKRecUxg2zGLi6aySq0lyRyW7lGyJ4UqlEAohr3iTHEcin61K4tnMw0y7zJ8idh0et4aTNwhvrCsgrtZNZZPN67aPZJRS7jVg92dyfWIQqYz0UpREb3plO7ePZYzdyQ89o5m5NASCtoIw/j0ikvLSESH81BYX5hOpMvn84jZ6UoqpB2zebkhnQJgS1uml+NkhSQyqwuSlzuPjulnjinScw5qzF1qst6YM68pclOWSXOGijwHXsdhs9os1Elx4gYtnjZ4KbtsFtyLzyP5w0d8Zud4BZgcFER9nFtUuSdNFk8NQcOG2QnwwdrwdgX46b9sFNb7/T2a6M1/LmJhs7s9z0DFdoxO1s1hhoNQjWvi0KlGrkP2XJu7ggP36cNog3FyWxZF86GrWKMd2jeWxkO2IDjLBlNix+rvINHo8IzPNuJvCmH3hiSAS3mzcRMP8fZx5MYsyhfDT6Qw47ay4IHWMowVp0ANUP91bJ0qcNaUu38TOZ0jf2TPDUN9ZC2xPfYTr4I/mj/kvAzi/EIMGOr72e29Xzdt7bXLVArgyaJOlsHmaPDyX+p0lQVJlJM8IUxOc3zuWUQgN7KpWKOHUWofMmVBawBcg9Svj8SahvX45HpciiPTCHiqRJbi+FozQ6MWsuSVK9atpP4JKQexQ8brDGUubwcKLQTXwTTBZxth7hasJMKr7ep1CGIW+6ToL8E7Dvx/q7htTsqdUq2oZb+M9N3Vn9zHBW/uVKXhnXlfgQs3igWvma9zdmH8RUnsHNMdkELH+26ohuSTZhCyYT4a9H6yNgCTTp8HcXopr/p6rpzQFyjqBZ8SrtzWI5oUGr5vZeQZg2vYtrxD8IXPkC/pv/B2k7oMfk6icPSeRows38kVS1yOfkvnEygJKk01qZyolf9kiVwAmAsjyifrmTzhbvy3kvlFblxrJrVtXAqYLbiXXb++hVCmWgNYfBZfd6b+v3J7lkT5IaQNN+ApeE7EPie0AMh/LduD2QENC0H5DUKhXDE7QsOOQgp6zm0fk6C2kL0X1g9VtitkCSamAx6IgJNBEdaMJPf3qm0lFaNQvXOTTOEsI2/9t7o8tBaNZG7hvifeHP89d1QpVzWCwF9ObwHxjcZbQLt/Dt7R2Is2pg0udo5t8HB38Tr1n2CoR1glu/g843QuIIXOM+ZveIL7n525OclQmd4R3DSQyXaYolqYLFkSMGILwpPIWxPNN72wUyqewY07b6bNenb8OsUipVuQWG/gVGvAimoNMdCIJR/4RBfwa9nzLXkSTJJ7nWqTnIOSRqzBgDOXBCbESNtTT9uHdEgpb5Bx3M3u/gkd71kDgCoNtEWPSsWGbV/qr6uYbUcmkNIkGEj30CKoNVzPz6YN3xETePmkmrUD/+t+wwKXlltArx44mrOjCsfSjsz/N9bY8HtcvONwOSCaUU/AaBXwDc8B4s/Qdk7oOgBAjrCLH9RP0pjwuNzkRwfhkPDjPy045UTHoNdw9qTZ+EQML86+k+k6TmyF7zzJKqrIb78wJoDX54AhNQpW7z2u4JiEdrMCtyLQAsYXD5n6H7TWJZv9YAlijQ1MMSeUmSqpHBU3OQfRgCYkGlYl+OmyiLCoO2ac88gUgcMTROy6zddu7tpsekq4c+R3QVD5er/yODJ+nCWcKh1x2w6cPqbaYg8LjxhLZHlbze69ttET35568HuKFLIN/f0wM3anQqjwhi9HpcEd3w+ThjDkVVlkvorg9h4MOQfRBiL4OEgXDLbBHQaQyU6wPJLLKx90gOpXYnPeICCbUYuGdQayb1jkWjUeFfJde6JEkA+AX5HhxRqSAgRpnr6Exw+SOwb77XZs+Qx1EZFNrzVEGjEc8FkiQ1uKY/fSFBdpIojAfsy3YRb20+f23Xt9WSb/PwbZJC673PpVJB14lwcgMkb6ifa0gtl9Yoii0njqx63BwKN76PrSRfjPB6fa8BVdeJPD04iOsDjhOZ+gfR+z8lLHUZJK+HogyKDJF4zj13hSufx1WcBcNfgN+eFslPKvZGmYLAGk2pLoDF+zIY8Z8VPPj1Np6cu4uRb63i/37ZT26JnUCzXgZOkuSDUxeIp/+DXts83W7GrVcuoFGFthMFtjVn3Y9qLYz+P9ThnRW7jiRJjU/OPDV1Ho8Yke4yHo/Hw/4cF9e2bT4PSxFmNYNjNMzYZmNyRx3G+pgxi+sHgfFi79OU75Q/v9SyWaPh+v9CaTakbgeDFTwu+OMlVBO+QLV9Flz1yulU5kWV7xn9Giq1hvbadFTz/gyFqZXnDGoN4z7AbWmH69q30Gz+ENXWz8QyooA4PCP+jiumH9luK5FzroLyApFR01EOuso9C6n5Zfx5zvZqW/q+25pC39bBTLosrt7/90hSs2UvQtXlRjEYsf5/orCsMRD63oOq2yTc9nLfM8MXymiF7pOh7QjISgLcYlWEOQz0Ci7ZkySp0cngqakrShcPbAFxpBR7KHJAQjOaeQIY317Hk8vL+XyPnQd61sOeDJUaukyAtdMhYx9EyFE+6QIFxomlN6YQyDmM01ZC2aBnMTjLYOP7MORJuOsXUUxXo4fSXFjyPJorn0e14rXKwElrgFaDRQC07m2CRr0C8x9AZYmAse+K9uJMVOvfQ9P+CGEdrhf/fiO7UTTgadQqM2c/Zn2/NcVnLpT3VhxhWIdwuc9JknxQ2/Lhs2tg0pe4py4S2fA0etSFqfDpNWgmfQbh7ZS7oN4P9Alir6IkSS2WDJ6auuwk8T0gjn3Zoq5DgrXp73c6W4RZzYgELe9utzGpg45gUz0Ef62Hino4a6fD+I+VP7/U8rnseI6vRrXjK7QqDc4ud2I2+cN1b0FBCnx2vcicpzVAt0kw9C+o/EIg6wD2LjeRdtnTFGmCcKvUWJ15hKmL0Dts6AY8CH+8DAd+rnI5Vd4xNDGXkXbjd6w+ks/c9WVoN23nzoGt6B0v9jUdzyn10VnIKCzH6a6nTJaS1AKodSYct/2Eyj8cdVEaalsRHr0FpyUC1x2/ovd4L3AtSZJUExk8NXVZB0GtA/9I9h50YNVDkLF5BU8AE9rrWHvKyVtbbLwyxKT8BTQ66HwDbPkUhv9dLOOTpNoqTMXz1QRUmfvOHAo6vhpPq8FwxTOwZSaZV76J3T8eXVkOYbs+QF38JVz9Bpljv+bDY6F8/elhRrYL4KWexYQue0rUIAMI74Rz/CeotnyKZtc3ldcsLyDN2o3bvj7IkaziM4fXH8lhcGIob93cg2Edwvh9T7rXLveMC8Sslx/hkuSL2xSCBjXq9e+KwTVnOSq1Fm2XG1EPegKnMZLmswhekqSmonmt/7oUZSeBNQbUGvZmu2gVoEalUFX0hmQ1qBjfXsfs/Q52ZXmpjK6EdqPF2vJ1/6uf80vNmt3pIjmnhE/XHuW5+btZuDOV1Pwysa9w749VAqcKquNrcBemsWLgZ0xaHcngL/O5YbGZZZe9R/IV00n1hPLq3kBmrj+FVq3mb/11hP44uTJwAsjcj/bLG3Be/hgEtTpz2N3qCn7aX1AlcKqw5nA2u1MKGNY+jBCzvnq/VPDM1R2xmuSjnyT54nY7UW+YAVtmgssmfj94XLD7e9R/vIDKJWeeJEm6cDJ4auqyks6kU92T7aZVQPP9KxvdSku8v4q/rizD6a6HorY6I3QaA9s+h+Is5c8vNVuuskKc2UfRJa/m6sBTjG3t4f0Vh7hhxloKctLEvxkf1Du/Ye3xIk7klGI1aXl1XFf+OFTI6A/3cjDbxk+7MgC4qUcwYdveAbeXwQFHKc4dcygYWVlwN6fPn/l2q/dZJYAvN5wgwE/H3D8NZGCb4DPHE0L8+OLufiSGK5z6WJJaGI29EPYvFAVlb5kD1/4LJs+Ga96AtB2o7UWN3UVJkpohueajqcvcD+1GkVPmJqPU06yDJ41axb099LywxsbHu+w8WB/JIzpeD3vnwYb3YOSLyp9fan5KslCtno7fxvfx84g9QtHmUGZdO4tHVhnYfDyXkZ4a9g55XGhVItj/+3Wd+deiJFILyugSbRXNp8cBuoaq0W3b4fM05rRNZHe5Vfwhrj8Et8HtOe7z9W63Bzwq2oRZ+OD2PuSVOHC5PfibtIT7G2v940vSpUplL4HxH8Ka6bD05cqGiC4w7iMoy228zkmS1Gw13yfxS0FJtkifHJjAnmzxcNeqmWXaO1fbQA3XttHy1mYbB3PrYfmewR/aXwObP4ayfOXPLzUvHg8c+EUs3Tk7QCrJJuLHm3h1eBCzthfi6nqTz1Nktb+FxYdLCPM3oFWreGJgIL+P0zOzzQouL/qNP6bGM6p9IGnFHtz+votW2qytsOkC4Pb5MOofBPubGdfLd5HOyf3iMelFIuUAk55WoWbahltk4CRJteQxBcGmj0TdtbNl7IU/XkTlH9k4HZMkqVlr3k/iLV3mfvE9MJ49WS7MOogwN7/9Tuea1EFHhJ+Kx5eVYXfVw/K9LuPAaRO/NKVLW3EGrHzTe5ujjOD0NeSVunB0uqHKfqQKnqgeHPHrzpGsYrpEW+kfWs6I7Y8QPe9GAta/geGXR0n8dhiv9czmRKGHrN6P+uxKbtepaExWkRkyfgAaazgT+8QSG1Q9gUqP2AB6JwTV9aeWJAnwuJxw+A/vjem78TjKG7ZDkiS1CHLZXlOWdUBUKLdGsyvLTusANepmmCziXHqNij/10vPiGhvvbLXxVD+FR9JNQdDuKlg/AwY8KGajpEuT2wmFp3w2m/OTSAzvT2lxMfop38O+haj3fAdqLXmdb8PU5Tqmf58CQJ8YM2E7ZqBJ31HtGqE/3839N6/gl5MRTLz8r1jXv1k506XRkzfiX+QZounobwR15T0c4+di+d3xlBXlke8ysioV9KZAhnYII9IqZ5gk6WKo7NWTsVQhl+1JklQHMnhqyjL3Q0AsqLXszCqjb6RitdAbXdtADePb63hvh51h8Voui1T4n2LXiXBwkZh9GvKksueWmg+NHkISIeew1+aisN48ExdEUPICVN9Ph/DO0GU8LmsMhcED+W6PjSev6sC0r7cxOMqFbsFs79dxO4kr3EZ00OXkBU3Ar+v1aNO24vALJ03fCocpnPiQQNRnBU4UpsGi59Dtm4/O48aqUjGl4xhU17wBMnCSpIum0ptBrfGexAVQmUMbuEeSJLUEctleU5axFwLiyS5zk17ioU1gy/rrurGdlnZBah5bVkaRXeHle+ZQaDcK1r4D5YXKnltqPizhMPIl721+wZgTBxOdugjVkhegLA9OrIXlr6JZ8BBxP0+hvbkMrRpen9CN+EADOH0v89GVpHP14X+S8O1wtB8NptzhIjtiEAHR7WgbHYrFcNYAQXkB/PY07P2hcobK40G1/yf4+XHRF0mSLopHY4CuE7w3thoKGjlIIUnShWtZT+MticcDmfsguBU7M8WoWdsWFjypVSoe6qUnp8zDy2vLlL9At5vAXgIbP1D+3FLz0WowXPcWGKyVxyK64LrjF/z0WlSr/iWCrD53wYCHIOFyANRZ+2hvyOEv3+/CatJR6jFAaHufl1GHd4Tjq8A/kuxrP2GreSg6nZEAb7WYSrLgwELvJzr4u0gWI0nSRVG57SKBUPebxAwUiCJp7a+GgQ+BW9Z5kiTpwslle01VQQrYCiGoNTvTXAQaINTU/Pc7nSvcT80dXfR8uNPOyFYOrm6tYNFPcyh0uBbWvQN97wW/4PO/R2p5TEHQ+w6xD64sVyzlM4eiMYfhzkxCPXAa+EfCnh/EjFCrITD4cfjtGcy5+9BqulBS7iTbZCVy1P+h+2ZitUt4onpSGtKVU+N+J88GJdog9qYWEhvtJBQvKfnLCipznHsjZ54k6eKVF8LOb+DKv0Hvu8TvVIM/6PxERtauEyGia2P3UpKkZkYGT01Vxl7xPagV23e6aBOoRtUCkkV4c0Wchq3pGv62qpzLIjWEmhScYes2CQ4vhtX/gdGvKndeqXnR6CAwTnwB5J+E7V/hjh2AOvsg/PFS5WtPbgJzGIz7EH25ndfHd2PTsVyCVUWExCUQcfN3GJY+D9kHQWuErhNQdR6L36+PER3ZB12Xuxn32U7ySx1c0SHMe3+M50licvYsmSRJdeIxBaHqMRlmjgKXo7JBpYJr/wP+0Ypf024rI7dYzGgFmw3ojdWzaUqS1Ly1rHVgLUnGHtBb8JhC2Jnpom1gy0kWcS6VSsU9PfQ43R6eX12Op6YR+QtlCoQu40XiiLzjyp1Xar5yj8Hn18PxtajdDrDGQEjbqq8pyYJtX1Ae0pHCvFwmhhxnlH4vuvyjFNlc2G/8hOL7NlB+/3pw2eHb21CdWIVbb2H6qlTyS8WDmkHr4yPWL1SkLPcmrr8I3iSphfN4POQU28gqKsfpqqFQdV3Pr9LA4udBZxarD0b9EwZOE/ffkhfwaBRc6QCkZBfwxm8HuPa9zVw9YxOv/Lqfk1kFil5DkqTG16jB06pVqxgzZgzR0dGoVCp+/PHHKu0ej4cXXniBqKgoTCYTI0eO5NChQ43T2YaWvhuCWnGkwEOhHRKDWnacG2hQMbWbnt+POfnlqFPZk3ceJ5ZqLHlB2fNKzY+9BLZ9AddPB0D9zc1weCn0/xNc9x9QnXWfHfgZo0ZFR0MWh1xRTN2awIj5cOtyM0tOQmlhLgX4ieV+/tHkXv0eP6lG8NOeHAB6xwex4WgOafle9vP5BcON70HcgKrHY/rAhJlgDqmv/wOS1CSkF5TzxfoTTP5oA5M+WM87Sw+Rkleq6DU8tiJIGCTutfxk2PwJpO+Ba96AXrfhKclS7Fqnsgu46eMtzNyQSm6JnfxSB19sSmP8R5tJyZYBlCS1JI36RF5SUkKPHj2YMWOG1/Y333yTd955hw8++ICNGzdiNpsZPXo05eWXQGG7tJ0Q3IZtGS5UQGILSxbhzYBoLf2iNLywppzcMgVHIXVG6H0n7FsAR1cqd16p+SnLg/gBMGcK7JwN+ScgdRv8+hc4vgaueLrytR43erWbjfn+TP7mONtPFlJqd3Ewo5hpC1L4/JABvcqD7eGdrBjyNbdviuf5xakAJIZb+POIRN5acohFe9O9z6YGxMHk2fDQBrjzZ/H91u8qlxaexe32kFlUTnpBOeUO72mXJam5SC8o5/4vNvPiT3s5lFnM8ZxS3ll2mInvr1c0gFJr9WIP47dT4NBicb8fWwnf3y2SxGj9FLmOx+Vi0Z5TpBZUfzbJKrIxb2syLofDyzslSWqOGvWJ/JprruGVV15h3Lhx1do8Hg///e9/ef7/2bvr8DaurIHDP7Ety8wYO8wMbZNCmrQppczclBm232673TJtccvMzAxJ26RNw8zMiRMzy7ZY3x83tuNYcuxEtmT7vM+jx/WMpLlKPZo5F875z3847bTTGDx4MB988AF79uxpMkLV6dgqoWwbxPVgaYGbrCgNZkPnXO+0vysGGnG4vTw0N8ABcvfxkDwAfv4HuCTDUpflccOc58Hp4wZtzbeQMlitYwKcvU7Cipn79wZE+3ttfiEVLh1uSxqOsESuP6YH957Sj1cuGs4VR2RzxxcrqKh18unCXZRWO3y3JyIekvpBzpHqp4+6M/kVNt6avZWzXp3L5Bdn8+APa9heXI3HE+D0/kK0k2U7y1i5u2kJifxKG58u3IUzQFP4vDoDzHjId3KWmU+iMQYmeKqsruHHNf6TvPy8toxya2BH1YQQwROyCSO2bdtGfn4+EydOrN8WHR3NmDFjmDdvHueff77P19ntduz2hpvjysoOWOOnLllEXA6Ll7jpGdt51zvtLyZMw0X9Vfa9M3u7OCozQH+iGg2MuR5+ug3+fhqOvScw7ysaCfnzz+NStZz82bVABdklmykY9U8qa/WU1fjuMXZ7vOwoc5AQ5+XdudtZvrOcGLOBshoHNmfDzZ/b6+Vgw5zCShvXfbSE5bvK67d9umgXP6/K4/ubxpGTEHGQ7yw6q1A/B21ON58v2uV3//fLd3PZEd1Iijz0Gkye2kp0/tL+u2y4qwrQJvY65OPodDrCjP6v02ajDp2u888eEaKrCNmzOT8/H4Dk5ORG25OTk+v3+fL4448THR1d/8jMbDoFJuTlrwStgdKwTDaXe+jTydc77e/oTB0DErT8e1Yttc4A9q7HZqvse7OfhT3LAve+ol7In39aQ+N1TfvTmajtcwbbz/qVq38uw3GADvAwkxGLycD5ozKpdbrJq7A1CpwAzh6eQZzZeFDNXZNX2ShwqlNpc/HKn5updQZ4faDo8EL9HNRowKD3P5NCr9WgITAzLbya5jsevZrAdM5ZIsxMGeM/c98Vh6USE3WADJtCiA6j092V33333VRUVNQ/du3y38MVsvYsh7gcFhWoX/vFd7r/Tc3SaDRcOchIQbWXF5YGeIrdoHNVEPX1VSp5gAiokD//zLGqQKYfnv6nsSzmeD5aXctNo2OINzjolWTx+dxIk56MOLVvTE4cg9KbphfPijNz6tA0tNrW3wx6PF6+XpLrd/+0NflU+BkVE11XqJ+DJr2Oi8d0AyA63MDJg5I5bUgKqdFqpOmC0VnERxxcZ8P+nKZYiM7w05BIPJaUgBwHYGhmDJP6NU30cnTPWA7r3nQ6rhCi4wrZaXspKepLraCggNTU1PrtBQUFDB061O/rTCYTJpOPopQdye4lEN+ThXluEs0aEsxdK3gCSLVoOb2XgTdWODi9l4E+cQGauqgzwJH/gJ9uV48zXlddoSIgQv78M0XCxAfV9Lyakka7vOPuAK2OI2ZfzhGWZNi5HapO4vmzb+O8t5dRZW8Y5dFrNbx8wRCSo9QNX0p0OG9eOpIZ64v4eMEOXG4vZ4/M4ORBqaTFHFydF61Wg7mZqUAmvQ4C1EMvOo+QPweB/mlRfHh+d7pr80ne+AZat53C489mp6EHWd0OrrPBl1Ki0J/6OqZPzlAlBepotNhPeYV8dyTZATkSJMZG8ehp/ZkytobPl+zB4/Fy3ohUeiZaSIyVum1CdCYhGzzl5OSQkpLC9OnT64OlyspKFixYwPXXXx/cxrUlu1UV3+w9iQUrXV1uyt6+JvfQM2+3i7v/ruWr0yLQBirIic5UtT5mPQNpw+Gw6wLzvqJDKA3vhuO8Xwnb/DMxO//AZU7CNepaNrqSydth49iEfhjWfg39ToXIVPr+fBa/XPg803fBgnwvfWI1nDosk/QlT6FPuw2i1HSdlOhwLhyTxQkD1VTjmHDjId8EXjA6iy8W+x59umB0JgmWwPTQC9GeErVVxG97Hu2KT+u3paz7juSM0WiyPwACU1jWpIVXN0Vz7VWz0S17H2PBMpxxvXGPvJpPN8LxqYFdT5wQE0VCTBSjeyTj9RKwIFAIEVqCGjxZrVY2b95c//u2bdtYvnw5cXFxZGVlcdttt/HII4/Qq1cvcnJyuPfee0lLS+P0008PXqPbWv5KwEtFVB/WFHu4ZkjXvTky6DRMGWzkobl2Pl3n5KL+Afy36D4eSrbAtLshLgd6Twrce4uQ5XZ7+GThTp7+bTOjs8cwLusYJg3O5OpPVrGzdB06rYY3z7yDoSljiEvvDR+fhdbjJvPT8VyePpxLY3LQFhXCdCMk94eqvPrgqU5cROB6/bvFR3DRmCw+XrCz0fZeyRYuGJ2FXhahi46ocF2jwKmOJnchrP8RRl0dkBkBZgOM65PGqNcWcdGoCxk44DK2lrt4441dvHDeEMINbXP+aDQamdAgRCcW1OBp8eLFjB8/vv73O+64A4DLLruM9957j3/+859UV1dzzTXXUF5ezrhx45g6dSphYYeehSdk7V4C+jDmWVPwYmdAQte+OeoXr2N8lo7/LrBxXDc9SREB/PcYcQVU5cMXl8KlP0DWmMC9twhJhVV23py1DYCF28sZ0S2eL5fl88ykRJKMNlwaI79tt/N9+SieiFhPmGefmkq7l6LdvVT9t0YDI6+AmtI2bW9chJF/HN+bM4dn8OG87VjtLs4Yls6IbnGkRHfi70HRebnssPAN//sXvgH9T1d1mA5RkU3D23O28c01I4hxl4KjmjHJEZwyYDjPzcylW3xP4qIP+TBCiC4mqMHTMccc47t45F4ajYaHHnqIhx56qB1bFWS7FkJCL+bleUg2a0jsguud9ndhPyNLC2q5b7aN1yYFpi4HAFodHPV/8Mf98PFZcOn3kD4icO8vQo7D7aGitiHJwrkDLaTtnoZp6sOqgC5wXc4xFE14lpqtVvyGJ3XfWzFZbdpeUCNZcREmhmRG4/GAUS/fCaID87rB0UzNI2cteANT56nS5ubSQWZ6rPofusVvg8sGWj0Jg87j+hG3UlLtoGdAjiSE6ErkKhxKvN69wVMfZua6GJjQdeo7Ncdi1HD5QCNTt7v4ZWuAs4vpTTDhPojKgA9Oh12LAvv+IiR4vV4KKmy4Pd76rF6D0qPoVjoX09Q76gMnAM22v0j65hws3ZsZiUzsC3E9ICKxrZteT6/VHnrgZK+C0m1QtB4qdoMnMDepQrSYwQyDz/O/v9+pEB4bkEMlmjwclvs2uvkvq8AJwONCu+Jj+i25j2yzZKsUQrSeBE+hpCIXrPnsihjE9govg5Pkf0+dMak6RqXo+M8sGyW1Ab7hM5hVBraYTPjgVNj6V2DfXwRVlc3Jb2sLOP2VOdz++XKuHJcDwMPHxqP982HfLyrdgg43nkE+inFrtHD0P2HWswHrIW8X5bvgu+vhxeHw8hh442hY8WmjwFGI9uDNHgcJPorThsfiGX2N6tQKgBRNKZol7/ncp9k4lSSN/O0LIVpP7s5Dya4FAMy09UCrQUae9qHRqOQRTo+Xf/9ta3a650ExmmHCg2pE4eNzYN2PgX1/ETQrcyu49sMl5FXYWJFbQbXDze0Te9ErBijf6fd1mg2/wIR74biHIL4nmKJUopHzP4FVX8HqL8Fa2G6f45BU5aupqet+bAj4qovg+xtg0x/BbZvocvZ4Ytlw3IdUjbkdLMkQHkvt4EvZcdZPbHMFriaSxlYGnmYKSVflBexYQoiuQ4KnULJzHkRnMD3PQJ84LWaDpOvZV4xJw9WDjUzb7uLz9W0w3cIQBsfeC5ljVBKJpR8G/hiiXZVY7Tz687pG2/73+0aW76rAZDCogMgPTUwGWo8bVn8NIy6HSY+pDHvfXQ8bflFPqtzdhq0PoJItULTB977pD0Cl3ESK9uH1evlh+R5OeG8rt+VPYtq4L5gx/jvud1zCce/u4unfNlJtbybgaQWNofmU55owqb8khGi9kK3z1CXtmENtwiDmrndzdh9DsFsTkkal6jk2y839c2wMTdLRNz7Ao3M6Axx5Jxgt8MNNakrT2FsCewzRbmwuD2vzKpts/3NDISsOi2HE8Etg3stNX2gwo8kYDXhV+YC8Fb4PEICMYO1i9xL/+ypywdnMAn4hAsjm9DB7SzFeL0zfUMr0/WL6ZTvLsdpdRJgCcHtiMEP2kbB9VtN9Cb3BJKn2hBCtJyNPoaKmFArXMVt/GHY3jEiWKXv+XDbQSEqEhmt+q6HCHuDpe6Cy8B12Aww6D36/F6Y/1JBdTXQoeo3GbyHZ+3/Pxz34Quh9QuMdYTFw1ltgjgNzPPQ5xfebJ/QCS0pgG9xWmssKaDCDruvWkxPtS6/TkBnrP2tqcpQJY6Dql2n1MPF+SB7YeHtsDkx+DrRyCySEaD0ZeQoVO+YC8Gtld9ItGlIt8qXuj1Gn4faRJu6dbeP632p47yQzRl2ApzhqNDD8EjBGwKxnwG6FE/4rF9sOJjHSxDVH9eCxX9Y12bc+v4oqY19ixt4Go66C0q0QHgPmBNUrHbk3MDrxCTUCuWN2w4sTesOFn0Nkcrt8jkOWNlwFSb5GmEZc3nFG0ESHZ9BpueyIbD5btMvn/puO7UlsRICCeVOkyiw58UFw1apptpYU9b3udqgZBkII0UpyJxgqtv6FIzKL33N1jEmVUacDSY7QctsIE4vy3dz5Zy1uTxuNDA08Ew6/SRVu/OFm2Ldoqgh5Wq2G04amcdLAxiNEJr2WNy4dSXhUnFrjltQfehwLGaMhY5TKvFgnOh3OfR9umA8Xfw3X/g2X/wRx3dv50xyCqDS45Dt1M7mvnGPUtNQAZTcToiUyYsN54qxB6LWNO72uObI7I7LiAncgcxzuhD6waZqaPRCbA1oDbP4dtyWtoYNECCFaQUaeQsXWP5kVcRxVRTA6Tf63tET/BB03DjPywlIHBl0tTxwd3uRiHBC9TwCdCeb8T/VenvG6WhslOoTyGid9UiM5a0QGmwutRIYZSLAYmb2xkEHpUSRGhqkAqTkRCeqR1K99Gh1oOr0qAH39PCjeCNWFaipTZKr6XEK0o8gwA5OHpHF4jwTW7qnA5vIwOD2aBIuJqPDAfbe63R6m7TZhTLiY/p4KjIVbcERmsi35YrZtNXFmjAuzUa63QojWkW+NUFC+C0o2813MHWRGasiKlCx7LTUmTc8NXnhlmYMqRy3PHxtOeFtkKewxHvRG+PspcFTDOe+r7HwipFXZnPz313X8uaEIvVZDSnQYNqebYqsDgBMGpargqSvQ6dWI2r6jakIEidmoJytOT1ac//VPh6qgys7d36yiotaJ2agjwZJNWbWDKvsuDDoNR/VOIitOboOEEK0j0/ZCwebfqSKC34piGJehR6OR4Kk1xqbr+ccoEzN3uTjr+2p2VbZR4dJuY1Uq861/wkdnQm152xxHBEyVzcVfG4sAcHm85JbV1gdOAL+uzg9W04QQbay02kFFrSprUeNws7O0hqq9adCdbi955bXBbJ4QooOS4CkUbJzGD+YzcXpgbLqsdzoYw5N1PDA2jJJaLyd9beXHzW1QBwrU1KfjHlHpq98+Hsq2t81xREBoUOub/LEEIh2yECIk6Q+QSMjYzHeDEEL4I98cweashW0z+dQ+lqFJWuLD5X/JwcqO1vLoUWEMSNBx8/Rabvy9huLaNhiFSuoHJz4J9ip44xjY9EfgjyECIs5i5JwRGX73nzI4tR1bI4RoT3Fmo99pgdHhBpKjusiUXSFEQMmderBtmcFSezqrq6M4Nkt6wQ9VhEHDLcON3DzcyN+5LiZ8buXrjQ68ga7TFJ0JJz8DcT3g47Pgl/9TwZQIKSa9juuO6Um3+KY3ULcc25OUaLl5EqKzSooK48ULhhFuaDyjQ6/V8NKFw0iKlCyTQojW03gDflcZWiorK4mOjqaiooKoqKhgN6epb67h5pXZLNIN5ZnxYWhlvVPAVNq9fLjGwezdbo7K0PH4UeGkRwa4v8DrgXU/wrIPVRrocXeo+lD7p4TuokLl/Msrr2XxjjJ+WrmHWLORC8dkkRVnJsYsxWFF5xYq52CwuNwe9pTb+HnVHpbuLKdfSiRnDEsnPTYco16myQshWk+Cp2By2tj55GGMr3qYiweaOCFH0l+3hWUFbt5e5cDm8nL/EWGc08cQ+KQc1kJY/jFs/UulMe85EbKPVFP8ojNUOmhjZJcrshtq55/L7UGr0aBti5T2QoSgUDsHg8np9mDQda3vYCFE4Mk8sWDa+Cuv1YzHYtAwPlP+V7SVYck6nowL44M1Dv4508aMHS7+e3Q4MWEBvIG2JMG422HYJSqAyl0Im35TVez3ZYwEcyxEpUNCb8gYCT0mHLjOkAgIvdw4CdFlSeAkhAgEGXkKou3vXMmEjadxXr8wJveUUaf2sGCPi7dWOogyanjpuHCGJ7dh0OpxQVUB1BSDvVLVh3LUgL0CrEVQsWtvtj6vSoM+5lroO7lTjU6F0vnndnuotLkw6LRYwqSzQnQNoXQO+lJZ68Tj9RId3gYzAoQQog3IHUSwVOzmyc3pRBvcTMqR/w3tZUyanh4xWl5Y6uCc72v492Empgwyts1FW6tXI0rNjSrZrQ2jVF9cCskD4YT/Qs6RgW9PF7artIZvl+5m2tp8osINXH1kdwZnRJNgkQXjQgRDQaWNBdtKeX/udpxuD2cOz+D4/smkxYQHu2lCCNEsGXkKkrlfPc+Fi3ty/WANR3WTi0V7c3m8fLrOyS9bXZyQreeJY8KJNgW517NwLSx+B4rWw7BL4YTHOnziiVA4/7YXV3Pmq3MprW48hfKs4encc3I/4iIkgBKdVyicg/srrLRx2+fLmLultNH2bvFmPr36MAmghBAhrfPMD+pAaq1V3L00mj5hZYzLklTJwaDXarhkgJE7RhqZtdvFiV9ZWZzvCm6jkvqr+lGH3Qirv4TXxsGeZcFtUwdXY3fxvz82NgmcAL5eupvcstogtEqIrm3l7oomgRPAjpIavl6Si9vdBvX5hBAiQCR4CoL/fvILezwxXD3ULKnJg2xUqp7Hjwoj0qDh3B9qeHy+jVpnEAdjNVrocyKc8gJoDfD28bD0g+C1p4Mrr3Xy88o8v/ub2yeECDy7083H83f63f/lklxKa5p2dgghRKiQ4Kmd/bpsO+9vtXBx3HrSE2OD3RwBJJq13HuEiXP7GHhnlYMJn1v5ZqMDlyeIQVRUqhqF6nEs/HAz/HQHuOSGItA69ZxlITogL14692ICIURHJ8FTO1q9u4I7vlrFYdq1HDe0V7CbI/ah02o4rZeBJ48JIz1Syx1/2jjmMysvL7WzucxNUJYG6gxw+E3qsfR9+OBUlaVPtFhMuIETB6b43X/K4NR2bI0QwmTQceGYLL/7zx6eQXyEFK8WQoQuSfPWTjYXWrns7XmkefK5tnsxmoiRwW6S8CElQssdo0xsLfcwdZuTF5baeWqRnbgwDf3itaRbtMSFa7AYNITpIUyv/js2TEOaRUNmpJYwfYCnYvY+AWKy4K/H4Y2j4byPIH14YI/RSZlNev5xfB9mby6mrMbZaN8ZQ9PIkIXpQrS7wRnRjMmJY8G2xuueMuPCOXtkJjqpxySECGGSba8drN5dwWXvLCTCUcQ9pi+JOvJa0EuGr47A7vKyrsTDxjI3u6u8lNm8VDm92Fxe7G6wu2Dfpc1aDfSM0TI6VcdRmXqOytAHLpiqLlYBVNk2OOFxGHklhPiauVA4/7xeL7lltXy1JJff1xYQGabn6qO6MzQzRlKVi04vFM5BXwoqbczbUsIH87Zjd3k4a3gGJwxMkUx7QoiQJ8FTG/tp5R7u/HIF6QYr/3S+TtToiyAuu93bIdqG16uCqCqHl5JaL7utXraUu1lf4iGv2otZDyfkGDinr4HDUnWHXk/K7YRFb8GGn6HvKTD5eYhICMyHaQPBPv/25XZ7qLA5Mei0RIZJUWrRNYTSOehLRa0Tj8dLjFmK5AohOgYJntpIRY2TR35ey5dLcjkioYary18grN8kyB7bbm0QwbXH6mH+Hjezc13kVXvJidZyyQADZ/U2HnpNqR1zYd5Lal3UCf+FQeeE5ChUqN+4CdHZyTkohBCBJcFTgNmcbj5buJPnp2/C5vRwSepOjtnzDpoe46H38W1+fBF6vF419e/3HS4W5bkx6OD0ngYu6GdkcKL24Htba8tg4euwfTZkjIaJD4RccC43bkIEl5yDQggRWBI8Bci24mq+XpLLpwt3Ulbj4KhMA+fWfkFsxVrocxJ0OyIkRwZE+yqzeflzp4sZO12U1HrpFavl9F4GTuquJydad3BvmrcclrwHJZshYxSMvkZN6TOaA9n0gyI3bkIEl5yDQggRWBI8HQSv18ueChurd1eweHspMzcWsbHAitmgZWxCDSd5/iSldDFEpUH/0yEmMyDHFZ2Hx+tlZaGHv3NdLC1wY3dDtygNR2boGZmiZ2CClpxoLTptCwNurwdyF8HaHyB/BRjCVY2o7uMhczQk9gN9+6f/lRs3IYJLzkEhhAisTh88VVRUEBMTw65du5q9cFjtLj5cuJs9FXZcbg8Otxe7y0ONw02VzUWFzUWx1Xfh1GisjNBsZKh2M0ZUOmRPXE880VmAjDaJ5tk9GlZXhrOqMpxih+9EBolGJ7FGN1F6NxF6DyatB6PWi0nr5cLMEgZE2eqfq7EWoM+dj65ojc/38pgT8YbH4Q2LxmuIAEM4Xp0JdHrc6aNxDjivRaOkkZGRB5xy2NLzTwjROi05/0DOQSHaSkvPQdH5dPrgKTc3l8zMA4/8RAyaSMJJt7V9g4QIsMGaLfxgujdg75f5vypyKw/8tdCSnuyWnn9CiNZp6UiSnINCtA0Zze26On3w5PF42LNnT7v2EFRWVpKZmdmpe/rkM3YOh/IZW3JOBfr86wr/T9qK/NsdvFD8t2vpOXWw52AofuZD1dk+U2f7PNCxPpOMPHVd+mA3oK1ptVoyMjKCcuyoqKiQP/kPlXzGzqGtPmNbnX9d4f9JW5F/u4PXEf/tDvUc7Iif+UA622fqbJ8HOudnEp2HNtgNEEIIIYQQQoiOQIInIYQQQgghhGgBCZ7agMlk4v7778dkMgW7KW1GPmPn0NE+Y0drbyiRf7uD1xX/7TrjZ+5sn6mzfR7onJ9JdD6dPmGEEEIIIYQQQgSCjDwJIYQQQgghRAtI8CSEEEIIIYQQLSDBkxBCCCGEEEK0gARPQgghhBBCCNECnT548nq9VFZWInkxhGh/cv4JEVxyDgohRGB1+uCpqqqK6Ohoqqqqgt0UIbocOf+ECC45B4UQIrA6ffAkhBBCCCGEEIEgwZMQQgghhBBCtIAET0IIIYQQQgjRAhI8CSGEEEIIIUQLBDV4+vvvv5k8eTJpaWloNBq+++67Rvu9Xi/33XcfqamphIeHM3HiRDZt2hScxgrRXmrLoGQzFK6Dyj0gWbKEEKJjsBZB0Qb1qCoMdmuEEG0gqMFTdXU1Q4YM4eWXX/a5/8knn+SFF17gtddeY8GCBURERDBp0iRsNls7t1SIdlKyGT67GF4cAa8cBm+Oh7Xfg60y2C0TQgjhj9sFu5fAB5Ph5dHq8f7JsHMBuBzBbp0QIoA03hAp/qDRaPj22285/fTTATXqlJaWxj/+8Q/uvPNOACoqKkhOTua9997j/PPPb9H7VlZWEh0dTUVFBVFRUW3VfCEOXUUuvHksWAua7rv0e+h+TLs36VDJ+SdEcMk52E5KNsOrY8G1X+euzgDXzYHEPsFplxAi4EJ2zdO2bdvIz89n4sSJ9duio6MZM2YM8+bNC2LLhGgjuxb6DpwAfrsXqovbtz1CCCEOzO2ERe80DZzq9s17GZwyY0aIzkIf7Ab4k5+fD0BycnKj7cnJyfX7fLHb7djt9vrfKytlupPoILb97X9f/krfF+YQ06XOP5cd9KZgt0KIRrrUORgq7FbY2Uyn7q4F4KgCQ1j7tUkI0WZCduTpYD3++ONER0fXPzIzM4PdJCFaJr6H/32RqaDVtV9bDlKXOP9KtsDrR8OjKfDl5eCoDnaLhKjXJc7BUGMIg+gM//uj0kEvgZMQnUXIBk8pKSkAFBQ0nsZUUFBQv8+Xu+++m4qKivrHrl272rSdQgRMn5NA62cweNztYPH/dx8qOv3557TB55dAdSEMuxQ2TlW/e9zBbpkQQBc4B0ORIRzG3uJ//5F3gCmy/dojhGhTIRs85eTkkJKSwvTp0+u3VVZWsmDBAg4//HC/rzOZTERFRTV6CNEhRGfAhZ+Dwdx4+5ALYMAZoNEEp12t0OnPv2UfQtF6OPpuGHQ2HHMPbJkOS94NdsuEALrAORiqEnrDiU82niGg0cKEByBpQNCaJYQIvKCuebJarWzevLn+923btrF8+XLi4uLIysritttu45FHHqFXr17k5ORw7733kpaWVp+RT4hORW+C7KPgxgVQvFGlJ08eABFJYI4NduuE1wsL34CswyAuR21LGwq9JsEfD8KAM8EcF9QmCiGCJCwahl0MvSdB/mrweiBlEEQkgskS7NYJIQIoqMHT4sWLGT9+fP3vd9xxBwCXXXYZ7733Hv/85z+prq7mmmuuoby8nHHjxjF16lTCwmTusOik9EaIyVIPEVp27Q1qh1/WePuwS2DbTJj3Eky4LzhtE0IEnzFCPWKzg90SIUQbCpk6T21FalwIETyd6vz74wFY/C6c+4GajrOvJe/Bxl/h9jUQLqOEInR0qnNQCCFCQMiueRJCiJCy6TdIG9Y0cALof5qq57L4nfZvlxBCCCHajQRPQghxIJV5ULAG0kf43h8eC93Hw/zXVP0nIYQQQnRKEjwJIcSB1BXATB3i/zn9T1cpzNd82y5NEkIIIUT7k+BJCCEOJHexqrPV3HqmmExIGwHzXlaZ+YQQQgjR6UjwJIQQB5K7SNVxOZD+p0L+Stg5v+3bJIQQQoh2J8GTEEI0x+WA/BWQ2OfAz00bBtGZMP/ltm+XEEIIIdqdBE9CCNGconUqCURLRp40Wug7Gdb/DGXb27xpQgghhGhfEjwJIURzCtaqn7HdWvb8nseC0aIy7wkhhBCiU5HgSQghmlO4ViWLMJhb9nx9GPQ5EZa+DzWlbds2IYQQQrQrCZ6EEKI5BWsgNqt1r+k7GTwuWPRW27RJCCGEEEEhwZMQQjSncC3EtHDKXp3wGOh5HMx/BezWNmmWEEIIIdqfBE9CBENNKZRshqINUFUQ7NYIf2rLoSqv9cETwMCzwF4Fi98OeLOEEF2cyw7lO6Fovfrpsge7RUJ0GfpgN0CILsXrheKN8MPNsGuB2hbfA055DjJGgSE8qM0T+ynepH7GtHLaHoAlCXpMgDnPw8grwWQJbNuEEF1TVQHMewkWvQnOWrUec8x1cNh1YEkOduuE6PRk5EmI9lS+E96Z1BA4AZRsgQ9OU0GVCC2lW9TPyNSDe/3g88BWAQvfCFybhBBdl60Spj8Ec19QgROAswZmPwt//lemCQvRDiR4EqI9bfgFasuabvd64M9H1YVRhI6SzWBOOPgRQUsS9JoEc55TQZQQQhyK6iJY8Ynvfcveh+rC9m2PEF2QBE9CtBeXHbbM8L8/dzE4pNcwpJRsgaiDHHWqM/hc1UM87+XAtEkI0XXVlKrONl88bqjx0TknhAgoCZ6EaC9aA8Tm+N8fmQI6Y/u1RxxYyaaDn7JXxxwPfU9RwVN1SWDaJYTomowRB9jfwnp0QoiDJsGTEO1Fq4URl/vff+SdEJHQbs0RB+D1QulWiEo79PcaeJbqFZ77/KG/lxCi64pIhKT+vvelDlH7hRBtSoInIdpTTBac/hpo90t0OfoayDkyOG0SvlkLwVENkQEInsKiod8psPBNGX0SQhw8SyKc92HTDKCxOXDO+9IBJ0Q7kFTlQrQnkwUGnA7dDoe8lWotTPpw1VsYHhPs1ol9lW1XPw912l6d/qfDup9U4dwJ9wbmPYUQXU98T5gyTX1HlW6D+O4Qk33o6zOFEC0iwZMQ7c0QDrHZ6iFCV/lO9TNQdVPCoqH3JFWbZdztUvdJCHHwotLUo9sRwW6JEF2OTNsTQghfyreDKSqwC7D7narqsCz/OHDvKYQQQoh2I8GTEEL4Ur4zcKNOdSxJ0G0sLHhdJaQQQgghRIciwZMQQvhStkMtzg60PidC6RbYPivw7y2EEEKINiXBkxBC+FK+AywpgX/f5IEQnQlL3gv8ewshhBCiTUnwJIQQ+/O4oWJ34KftAWg00GMCrP8JbJWBf38hhBBCtBkJnoQQYn9V+eBxqjVKbaH7MeBywLof2ub9hRBCCNEmJHgSQoj9VeSqnxFtsOYJVCHLlMGw+pu2eX8hhBBCtAkJnoQQYn+VdcFTQtsdo9vhsG0m1Ja13TGEEEIIEVASPAkhxP4qdqtixoaItjtG5mHgccGGqW13DCGEEEIElARPQgixv8rdasqeRtN2x4hIgMS+sPHXtjuGEEIIIQJKgichhNhfRS6Y23DKXp30EbBlBridbX8sIYQQQhwyCZ6EEGJ/Fbltu96pTsYosFfBzvltfywhhBBCHLKQDp7cbjf33nsvOTk5hIeH06NHDx5++GG8Xm+wmyaE6Mzaa+QprjuEx8Lm39v+WEIIIYQ4ZPpgN6A5TzzxBK+++irvv/8+AwYMYPHixVxxxRVER0dzyy23BLt5QojOyGWHmuK2S1O+L41WpSzfOrPtjyWEEEKIQxbSwdPcuXM57bTTOPnkkwHIzs7m008/ZeHChUFumRCi06rKUz/bY9oeQOoQmPeSSlkeHts+xxRCCCHEQQnpaXtHHHEE06dPZ+PGjQCsWLGC2bNnc+KJJwa5ZUKITqtyb/Bkjm+f46UOAa8Hts9pn+MJIYQQ4qCF9MjTXXfdRWVlJX379kWn0+F2u3n00Ue56KKL/L7Gbrdjt9vrf6+srGyPpgoh6CTnX9Ue9dMc1z7HsyRDZCpsnw39TmmfY4pOq1Ocg0IIEcJCeuTpiy++4OOPP+aTTz5h6dKlvP/++zz99NO8//77fl/z+OOPEx0dXf/IzMxsxxYL0bV1ivOvKh/0YW1bIHd/Sf1gh4w8iUPXKc5BIYQIYRpvCKeuy8zM5K677uLGG2+s3/bII4/w0UcfsX79ep+v8dXrlpmZSUVFBVFRUW3eZiG6sk5x/k27B9Z8B2e81n7H3DgV5r8C/9oBYR3k30mEpE5xDgohRAgL6Wl7NTU1aLWNB8d0Oh0ej8fva0wmEyaTqa2bJoTwoVOcf1V57Tdlr07yALXuKXcR9JzQvscWnUqnOAeFECKEhXTwNHnyZB599FGysrIYMGAAy5Yt49lnn2XKlCnBbpoQorOq3NP+wVNUBoRFq2K5EjwJIYQQISukg6cXX3yRe++9lxtuuIHCwkLS0tK49tprue+++4LdNNGZ2avBUQU6E5gldXSXU5UH6SPa95gaDST0gdzF7XtcIUTHZasAZy0YzDLdV4h2FNLBU2RkJM899xzPPfdcsJsiugKnDUq3wMynIHchRKbAUf8HGaPar+aPCC6vVwVP4e088gSQ2AfWfg8eD2hDOpePECKYbJVQsAb+ehxKNkFCXxh/NyT2lSBKiHYQ0sGTEO1qz1J4fzJ4XOr3yt3w6flwxC0qiJKLUudnKweXvf1qPO0rsQ/YK9XNUGKf9j++ECL0uRyw7kf4/oaGbZV7YOsMOOMNGHgm6AzBa58QXYB0bwoBUFUAP97SEDjta+4LYC1s/zaJ9ldVoH6295ongPjegEYljRBCCF+s+fDr//ne98udYC1o3/YI0QVJ8CQEqLnjxZv879+zrP3aIoKnKk/9DMa0PaMZYjJh99L2P7YQomOwFoKj2vc+e6V09AnRDiR4EgIOvMZEb2yfdojgquu1DQ9SopD4nmr6qBBC+KI9wGoLra592iFEFybBkxCgbpbTh/vep9VDyuD2bY8Ijqp8MFpAH6Q6OfG91EJwlyM4xxdChLaIRP9rMi3Jar8Qok1J8CQEqIvRqS+ByUdSiJOfAUtS+7dJtD9rQXCm7NWJ7wluBxSuDV4bhBChKzIFznqr6QiUzgBnvQmWlOC0S4guRLLtCVEnsR9cNwtWfQXb/oaYLBh9DcTmgDEi2K0T7aEqP3hT9gDickCjU1P30oYGrx1CiNCk1UHWEXDDPFj8HhSsgpQhMOIydc2SMgdCtDkJnoSoo9VCbDaMuwMOux50Rkn52tVU5QW3MLI+TCWNyFsZvDYIIUKbIQwSesNxD4PbBrow0MlaJyHai3RRCLE/rVaNNEng1PVU5Qd32h6okc68FcFtgxAi9Ol0e69VEjgJ0Z4keBJCiDrWguBO2wO17qlwDbh91BwTQgghRFBJ8CSEEAB2Kzhrgh88xfUAlx2KNwa3HUIIIYRoQoInIYSAfWo8BXnaXlx39VOm7gkhhBAhR4InIYSA4BfIrWM0Q2QqFKwObjuEEEII0YQET0IIAaETPIHK+pi/KtitEEIIIcR+JHgSQggAa6FKTx8KNb1ic1Tw5PUGuyVCCCGE2IcET0IIAQ2Z9jSaYLdEFcutLVV1p4QQQggRMiR4EkIICI005XXqkkbky7onIYQQIpTog90AIbqkqgKwlYNGp27YI+KD3SJhLYSwmGC3QolIUtMHC1ZD7+OD3RohRKhx2dR1xFmjvissyaA3BbtVQnQJEjyJzsdWqUYRds4Djwe6HQGWJAiPCXbLwGmDPUvhh5uhZLPaljYcTn0RkvqBVirFB01VPkSlBbsVikYDMd2gYE2wWyKECDVVBTD3BVj8NjhrwRAOo6+Bw26EyORgt+7geL1QkQtF66F0KyQPUCPwofKdLMQ+JHgSnUttGSx8E/58tPH2I26BcbeBOcgjPKVb4f3J4HE1bNuzFN49Aa6brbKsieCwFqgLdqiIzYYCybgnhNiHrRL+eBBWfNywzVkLc56H2gqY9CiYLMFr38EqWAMfnAo1JQ3bYnPgkm/VGlAhQoiseRKdS+H6poETqF66PUEuOuqohr+fahw41bFXwcov1EiZaH8eD1QXQ1iIrHkCFTyVbAGXPdgtEUKEiuoiWPmJ733LP1T7O5rKPfDJOY0DJ4CybfDd9VBTGpx2CeGHBE+i83DWqCDJn9n/U712wWK3Qu4i//u3/a0+g2h/taXgdYM5lIKnHBVoF28MdkuEEKGiptR/CQOPu2MGGlX5KoDyZee8pkGVEEEm0/ZE23DUqJ58jxOMkRCZ1KKXuT1eCitt2FweTHotyZEmdLoWxvguO1jz/e+vLgB3EHvx9UaITIGKXb73x2SpOkOi/dUVyA2VhBGg1jyBms6SMii4bRFCtEhFrYPyGicA0eEGYswB/k6vq0PXYwIMPhf0YeCqVTMXtswIjTp1rVVb1vx+Z237tEOIFpLgSQRe+S6Y8Qis+RrcTojvCSc+CZmjwRTp92XFVjvfLMnllZlbKK9xEh1u4JqjunPuyEwSI1uQRcgYCd2Phd1Lfe/vdiSYog7yQwVAeCwc9U81PcGXMdepAEu0P2uh+hkqqcoBjGaVQUuSRggR8jweL5uLrNz3/Wrmb1WjPyOzY3n4tIH0SrKgb2kn4IFEJMDZ76oi2lPvUoFHeCyMuhKGXqT2dzQxWf73GcIhLLr92iJEC8i0PRFYlXvgozNh5WcqcAKVVe6jM2HPMr8vq3G4eOPvrTz26/r6XruKWidPTdvASzM2UW33sU5ofzo9DLvYd4BmCIfDrw9+KteMETDujsaFWLV6mPy8JIsIpvrgKSaozWhCMu4J0SHkltVw1itz6wMngMXbyzjzlbnklgVw5MQYoaayzX62YcSmtgz+flolHzKYA3es9hKRCAPP8r1v3O1gSWnf9ghxABI8icAqXO9/jcbUu9VUPh+Kq+y8O2ebz30fLdhJsbWF0+1ismDKNMg6vGFb+ki1LSa7Ze/Rlszx6mJw0xI46x0490O4eQkMOgfCgjgq1tVVF6qbDn1YsFvSWGw3KJTgSYhQ5nJ7+GJxLlU+OvlqnW7em7sdh8sdmINZC1WKcl8WvtHQEdSRhMfApMdg7G0N0w7NcXDC4zDySjBI/SoRWmTangisbTP97ytY7TchQmmNE6fb9yJYt8dLSbWDbvEtmMut1al00+d/qorQ4lXrWMxxB35tewmLUo/4HsFuiahjLQitKXt1YrKh6suGqTlCiJBjtbv4e5P/LHdzNhdTZXMRbwlAHb/qYpUYwhe3UyVXiMs+9OO0t8gUGH8PjLpKrV82hEFkqtQ+FCFJgicRWM0VtDNF+f0iDDc0PwgabmjlF6g5NrQyp4nQZi0KvSl7oEaeAArWQvbY4LZFCOGTSa9rdl1uQqQJoz5AE30M4Ye2P5TpjRCTGexWCHFAMm1PBFbP4/z3FI26CiJ8Z92LjzDRO9l3Yb+chAjiLZJIQbQha0FoLkqOSlfnU+HaYLdECOFHuFHH1Ud297v/uqO6ExlmCMzBIhJVEiZfEvt2zIQRQnQwEjyJwIpKVet4tPsNanYbB6OvAZ3vC0hCpIlXLxpB0n69dwkWI29cMoKkyBBbiyI6F2tBaBXIraMzQHSmBE9ChLg+yZHcNL5pUHPluBwGZQSwYyYyGc77GCz7dURGpsB5HzbdLoQIOJm2JwLLEK7qT9y8BHbOV/Ozux0O0VlgSWz2pT2SLHx/41g2FlSxscBKz2QLfZIjSYvpwNMQRMdgLYS0YcFuhW8x3dS0PSFEyIqNMHLNUd05Y1g6c7eW4PF4OaJHPElRYUSHB2jUqU5SX7j6T/W9ULwBEvupbdEZgT2OEMInCZ5E4BnCVNrtg0i9nRoTTmpMOEf3kd4z0U48bqgtDd2EDDHdYO134PU2TnEvhAgpUeEGosIN9EjyPQU9oKIz1KP38W1/LCFEIzJtTwjRtVUXg9cTmtP2QCWNsFeqGmpCCCGECKqQD552797NxRdfTHx8POHh4QwaNIjFixcHu1kiVHi96qaydCtU5DYU5hWipapDtEBunZi9Gfdk3ZMQoo7HDRW79177dvtPXy6ECLiQnrZXVlbG2LFjGT9+PL/++iuJiYls2rSJ2NgQ7SEW7aumFDb8AjMegao8MEXC6Gth9NVq8awQLWE99ODJ6/WyvdLDtnIPGg30jtWRHhmgvilLklpLWLgWeh0XmPcUQnRc1iJY8SnMflbVgDPHw5H/gMHnqmx8Qog2FdLB0xNPPEFmZibvvvtu/bacnJwgtki0G7cDqgpUFjSNVt1AWlJAt/dP1u2ElZ/D1LsaXmOvgllPq564U54N3TUsIrRU7y1uGRZzUC+fvsPJkwvsbCjzNNo+JEnLnaPCODLjEL9mNVo1+lS47tDeRwjRttwusObv7ZDxqtIckSl+s8weFHs1zHoGFrzasK2mBKb9Wx336H+B0Ry44wkhmgjpaXs//PADI0eO5JxzziEpKYlhw4bx5ptvBrtZ4mC5naqXzFnb/PPsVbDme3j1cHhrArw5Hl4dC5t/A0e1ek5VPvz5mO/Xr/mmYTRBiAOxFoIxAvT+i1z64vF6eXSejSun1mLUwZ2jjLw8MYwXJ4RxywgjNhdc8nMNj8+34fF6D62NMVlQsPrQ3kOIrszlUNcfl61t3t9RDRunqmvVm+PhzWPVNWzdj2C3Bu441YWw6A3f++a/LNc+IdpBSI88bd26lVdffZU77riDf//73yxatIhbbrkFo9HIZZdd5vM1drsdu91e/3tlZWV7NVf443ZB+Q5Y/A7snKduBA+/GRJ6QVhU0+cXb4Jvrmq8zVYOn10E182B5P5gq1CL6P0p3QqJfQL6McSBdcjz7yBrPD210M6bKx1cOsDACTl6NPtkwkswazksVcevW128scKB3Q33H2Fq9JxWiekGW/9S6xr8FaEWgg56DrYlp01dfxa8AXnLIKE3HH4jxHVXnSaBUroNvrhYrcOtY6+Cr66Aa2ZC2tDAHKe62P/6JrdTjULFZQfmWEIIn0J65Mnj8TB8+HAee+wxhg0bxjXXXMPVV1/Na6+95vc1jz/+ONHR0fWPzMzMdmyx8Cl/Jbx6BMx7CXYvgTXfwlvHqml3jprGz3XsnZLgi9cD819RPYiGAxTNDdXF/51chzz/qosgvHVFLP/Y7uTV5Q4u6m/gxO4Gn0GRRqPhpB4Grhhk4L3VDr7ccAjJTGKz1VTW0q0H/x6iS+iQ52Bb8Xph1wJ1/Vn8lrr+rPgUXj8SNk5T51QguGzq2uRvhHnWMw2zJg7Vga59B9ovhDhkIR08paam0r9//0bb+vXrx86dO/2+5u6776aioqL+sWvXrrZupmiOtQi+v8H3VImpdzWdYuCohqL1/t+vcC04a9QC2exxvp9jjldFeUW765Dnn7UQwloePFU5vPx7lo3hSVpO7n7gwfvjsg0ck6njgTk29lg9B3y+T3UZ9wrWHNzrRZfRIc/BtlKVB99dBx5X4+1eL/xws1pXGwiO2uazYRZvVNetQIhIhPgevvcl9oGIhMAcRwjhV0gHT2PHjmXDhg2Ntm3cuJFu3br5fY3JZCIqKqrRQwSRrUxNw/PF44LC/W4GDRGQ1N/38wFSBoPBrJJBnPpSw01lHVMkXPQVRKYeWrvFQemQ518rp+29scJOuc3LFYOMLZ6Gd8kAIya9hsfmHeR6i/AY9Tcv6crFAXTIc7Ct1JQ21EfTaNT1QbP3tsdhDVztNKMZkgf635/UX13bAiEyBc77uGmQZEmCcz8ES3JgjiOE8Cuk1zzdfvvtHHHEETz22GOce+65LFy4kDfeeIM33vCzWFKEjtpyNR2qdBuc855aszTr2abTjrz79cSbIlTK1fU/Np0CodXBmOtAb1S/x+XAlKlQtAHylqs57GnDICodtCHdLyBCSXWR+rtpgXKbl7dXOpiUoyfB3PK/MbNBwzl9DLyxwsF1RW4GJh7EuqWYbjLyJESreFTAdOSdalSmphjC41RNwL+fanr9OVh6Exx+Ayz/uOl7ajQw7rbAZsBL6gdX/6W+D4rWqeAseQBEZwTuGEIIvw4peFq8eDHr1qn0uf369WPkyJEBaVSdUaNG8e2333L33Xfz0EMPkZOTw3PPPcdFF10U0OOIAKvKh1/vgrXfNmyLzoBT/qfSqdaNRGm06gt/f/E94ZwP4MdbVHYkUL1sp70CeCF/lfo9MhWi0tSjx/g2/1iiE/K41QLrFqa1/2itA5cHTu7R+tTDR2Xo+HGzhpeW2nlt0kHcSMV0U+sHhRAtY06Acz+Av/4Lf9zfsD2pP5z5BkQHcD1YbA5c8LmaJlhToraFx8KpL/qfZncoTFGQ1Feth9SbVJAohGgXBxU85ebmcsEFFzBnzhxiYmIAKC8v54gjjuCzzz4jIyNwvR+nnHIKp5xySsDeT7Qxl10lhtg3cALV0/ftdXDS0yr7EMCx96k6GPszWaDPSZA+XI0K1A1A/X4fbP9b/XdMFpz1NqQNb6j9JERr1ZSonuIWTNtzebx8uMbB2Awd0abWZ83TaTWc3MPA2ysd7Kz0kBXVytHR2G6w7ge1LjCQWcKE6Kz04TDvFZU0Yl+Fa+G3/8BFXwfuWIZw6DkBrp3VUDsuIqFxfcJAqdwDP98JG39RMzQ0Gug7GU58QnUmCiHa1EHNbbrqqqtwOp2sW7eO0tJSSktLWbduHR6Ph6uuuurAbyA6L2shLHrb976aEnDbYcAZcPnPMPJyFSj5otOr0aq0YeCshjePaQicAMp3wgenQoX/5CFCHFBdwpIWZGecuctFQY2X47odfMHLcek6Igzw0ZqDyPIVmw14m0+oIoRoUFsKm3/3va9gjdofSFodRKertORpQ9U1LNCBU22ZmpWx4eeGqe1er+pY+eVOqK0I7PGEEE0cVPA0c+ZMXn31Vfr0aaij06dPH1588UX+/vvvZl4pOj2XrfmsQrZKOO1llSmvJVOlastg+sO+9zlrYfU3B9dOIUAli4AWBU9fbnCSHaUhJ+bg19OZ9BrGZej5aqMTh7uVhXNjsgANFEjSCCFaxF7V/P666XUdSXUxbPITEK7/GWqK2rc9QnRBB3UXkJmZidPZtGaJ2+0mLU2GjLs0Q3jzQVHywNZNOXLWQvEG//t3L1Z1n4Q4GHXTa8Jimn1alcPLjB0uxmYcei/yMVl6Sm1e/t7lOvCT96UPU73akjRCiJYJi26+qHRHzExXW36A/TLyJNrOV199xaBBgwgPDyc+Pp6JEydSXa1qmL311lv069ePsLAw+vbtyyuvvFL/uilTpjB48OD6At4Oh4Nhw4Zx6aWXBuVzHKqDCp6eeuopbr75ZhYvXly/bfHixdx66608/fTTAWuc6IAsqSqzkS9x3dWjNfRhaiGuP8mDGrLvCdFa1gIVzOtNzT7tj+1OHB44LPUgsuTtp1uUlqwoDd9tOoiiuTHdoGD1IbdBiC7BkgSDL/C9r/t4VTOpowk7QOr5MEkcIdpGXl4eF1xwAVOmTGHdunX89ddfnHnmmXi9Xj7++GPuu+8+Hn30UdatW8djjz3Gvffey/vvvw/ACy+8QHV1NXfddRcA99xzD+Xl5bz00kvB/EgH7aC6US+//HJqamoYM2YMer16C5fLhV6vZ8qUKUyZMqX+uaWlAZ5TLEKbTgdDzlM1NOY8p0aOALKOgNNfgahW1l8yx8H4f8PHZ/s4lgEGn3fITRZdmLWwRdNHp21z0TNG26r05M05PE3P95ud1Dq9hBtakXwiNhs27LNIXAjhnzECJtwLWj0s/0jVFqxPrvBfdX3paCISoNtY2DGn6b7u48HcAQNC0SHk5eXhcrk488wz6+utDho0CID777+fZ555hjPPPBOAnJwc1q5dy+uvv85ll12GxWLho48+4uijjyYyMpLnnnuOP//8s8PWoTuo4Om5554LcDNEpxKRCGNvh6EXqCkGBjOY4w/+QpU+AiY9BtMfVNn8QL3X2e9BTABTzYqux1p4wCl7NpeXmbkuTu158Iki9jcmVcfn653MzHVxQk4r3jc2W60DrMpvfUeEEF1RZIq6foy7DeyVYLSoLK8ddYTGHA9nvA7fXA075zVs7zYOTnsJzC0v+C1EawwZMoQJEyYwaNAgJk2axPHHH8/ZZ5+N0Whky5YtXHnllVx99dX1z3e5XERHR9f/fvjhh3PnnXfy8MMP869//Ytx48YF42MExEEFT5dddlmg2yE6G4NJTTGK6Xbo72WOg5FToO8pUJUHOqOajhGZ2vx8diEOxFqo1kU0Y0Gem1oXDE8O3N9aqkVLVqSG37e3NnjaO4W1YI0ET0K0lCkCTM1M/+5oYjLh/I+hukTN8jBaVFAVER/slolOTKfT8fvvvzN37lx+++03XnzxRe655x5+/PFHAN58803GjBnT5DV1PB4Pc+bMQafTsXnz5nZte6C1OHiqrKysH16rrKxs9rkddRhOhDBDuKpzE9vyYCy/opayGgcVtU5iwo3ERRhJigprw0aKDqe6AOKaL2D5104XCeEaMiMDO01ueLKO6TtcuDxe9NoWvrclSY3kFqyCXhMD2h4hRMdR4DRT7TVi03oweXVY3Ho6YPoL0cFoNBrGjh3L2LFjue++++jWrRtz5swhLS2NrVu3ctFFF/l97VNPPcX69euZOXMmkyZN4t133+WKK65ox9YHTouDp9jYWPLy8khKSiImJgaNj/n2Xq8XjUaD2+0OaCO7NFulyghWkasqiEemqBGXjrzeoaYUKnbBup/U7/1OUZXe/Uzrq3G4KLY6cLjcRJj0JEeGoT3AzeaOkmq2l1Tz9ZLdbC60khVv5twRGfRyeciMMwf6E4mOyloIaSOafcrMXS4GJ2p9fucdiuEpOr7b7GJFoZsRKS38KtZo1dS9/FUBbYsQnVpNCViLVIIYc7zqhLD4KNDeQeSVWbHYCwnfOQ9j4SocSUPQZI0hz5NCakzgr28lVjvltU40QIxZdUSKrmfBggVMnz6d448/nqSkJBYsWEBRURH9+vXjwQcf5JZbbiE6OpoTTjgBu93O4sWLKSsr44477mDZsmXcd999fPXVV4wdO5Znn32WW2+9laOPPpru3VuZSCwEtDh4mjFjBnFx6ub23XffJTMzs9FwHKghuZ07pWhpwFgL4a//wpJ3GorhRabABZ9ByhDQBmbxeruyFqm1S8s+bNj295Mw7BKYcD9YGi923VNey39/Xc/Pq/Jwe7wkWIz836Q+TBqQQozZ9xd4idXOsp1l3PHFCjx7/9nW5lUydXU+j5w2gBMHpRJvaT67mugC3C4VyDeTMCLP6mFrhYdTewb+ZqFHjJZII/y1y9Xy4AnU1D0JnoRomYrd8M01sGN2w7bkgWraW2x20Jp1sMqsDqKrNmH+5DSwqbTkYQBhMegu+p5yYz9izIG5vjncbtburuSub1axPl/VzBqcEc0TZw2md3IkupaOmItOISoqir///pvnnnuOyspKunXrxjPPPMOJJ54IgNls5qmnnuL//u//iIiIYNCgQdx2223YbDYuvvhiLr/8ciZPngzANddcw88//8wll1zC33//3SSeCHUar9fbykqNag5j3SjUvkpKSkhKSgqpkafKykqio6OpqKjoWNMJPW6Y9zL8fm/TfaYouG4OxGa1f7sO1cbf4JNzfO+76CvodVz9r0VVdi5/dyFr9jSdJvr0OYM5a3iGz9GALYVWzn9jPkVWe5N9EUYdP9w0jh5JloP/DKLFQvr8q8qHZ/rAsfdB5mifT/lqg4P/+8vG65PCiTQG/kbhxaV2Ku1efjqrFX+PG6fC/Ffg33vUdFYhmhHS52Bbq62Ab6+GjdOa7ksZBBd/0+FGoKqLc4n46EQo99FRHdcd64U/YUlID8ixNhdWcdLzs3G4PY22Rxh1/HLrkXSLb0XNRiE6kYMauqibnrc/q9VKWJisKQmIqnyY8z/f++yVqjhssDlqoHwXlG1XPfheL1TmQek2qNyjAsB92apg3ov+32/uC1gry+p/3VVW4zNwAnhy6gbyS8rVv5PbpXoXS7dBVT5VNpfPwAmg2uGm2M++ZlkL1ftX5NZn/LM53ewuq2FnaQ2l1a18z6qCve+3G9wHUe9HHDprgfrZzMjTvD1usqM1bRI4AQxO1LGm2EOZzXPgJ9eJzQGvBwrXtkmbhOg0aop8B06gRm/rimQHkq1KBTZlO+pHhgLJYCv2HTgBlG7FaC8JyHFsTjevz9xKhEnH/x2dwo8XZ/HDxZnceEQyWo2GLxfn4na34nurBdxuN/aSXTiKtmAr3R3Q9xYikFqVbe+OO+4A1IKxe++9F7O5YW6t2+1mwYIFDB06NKAN7LLcDhWQ+FO0vv3a4kvZDpjxCKz5RtXOSB8Jxz0Ii96BNV+reeXjbld1mPb27Flra7A0Vx29tpxfl+8kLtHBYTlxrM4t8/vUwio7NTXVULgE8lfDwjfAVg4xWRhO93Ox3KtVS1dslbBrIUy7G4o3qrohY25k99CbeeHPbXy7bA8Ot4eB6VE8MHkAA9KjCTc0M/xcWw7bZ8Hv90HpVjWKOPoaGH21mpIp2o+1UP1sNnhyMSSx7aYTDEzQ4gXm7HZzSo8W9mXFZqu1T3krVRp/IYRvdmvz+2sCE2gAqvOwZBNM+w9s/k1t6zEBjn8UEnoHbJq93m07wP7agBynyubEWmvnp/PiSZn3ILoFM0GjpV+P4znvont4anEN1Q43UeGB+Vz28jxY/gmmBS+qcgxR6diP+jfeXpMIi5baVSK0tOqvftmyZSxbtgyv18uqVavqf1+2bBnr169nyJAhvPfee23U1C5GHwZRaf73pw1rv7bsryIX3j8FVn2hAidQI2EfnKYK5IbFqIvSb/+BmU+ArYqiKhvP/J1PVTf/GcKqso/j1801XPn+YhbtKCM1yv+8bZNei8logFVfqTVTtnK1o3wnceWrSPSzpinCqEOv1VJQ2fwFqN7OefDxWSpwAnBUk58wikveXcrni3PrpzOs3l3Jua/PY0NeM5koPR7YNA0+v1gFTqBGEWc9DT/cotLOivZTN/LkJ1V5bpWHPVYv/eLbbm1hfLiWdIuGubtdLX+R3qQSrOSvbLN2CdEZeI2RzZaz8JgTAnew8h3w1nHqO97rVY/Nf8DbE6F8e8AO4zXHqwLxvuhNeMMDU/jXpNfxwFEW0r+ejG77zL0H92DYPJWsb0/lnrFmTPrAfDfaqsrQzHgY018PqcAJoHI3pp9uRLPyU5yOFl6vhWgnrfrL//PPP/nzzz+57LLL+PXXX+t///PPP5k2bRqvv/46vXr1aqu2di2RKTD+P773WZLVfO1g2bnA97QBjwsWvq6K49ZZ/A7UlrCtuIb35udS1ONs3z394bEUdj+LPzep0bb/fLeaXsmRRBh9X/jOHBxPgrsYNvzSZF/ygv/y1Elp+FrL+sCpA/jf7xvZWnSAHklQUwKn3tV4W1Q6ax3JbC2ubvJ0jxce+WUd5TUO3+9nzVcBpS+bpqn9ov1YC8AU7fdGZFGeCmj6xLXtQtZ+8TrmtCZ4AojLgbwVbdMgIToJt9YAA87wvTN7HF5dgJYZuN2w4rOGTrx92atg0dvg8nNdaKVyTQzWkTf53Fc1+jbKtIEpkhulsxO/+m1wNL3WUVtGwrYfMWkDM21PV1uMcdUnPveZZj2Bt1KujSK0HFS3wbvvvtv1Fp62N40G+pwAxz2kporVSR0Cl/8E0RnBaZfHA+t/9L9/5/zGgZ3XA7ZK5m0pxuuFa34qYueZP+Dsc6qaeqTV4ex9KjvP/IFrfyqqTyqYW1aLBi8fnJdNpKnx7NJRWZHcMthDmMbZMPK1D23eUsZseJIfbxjDGUPT6ZcayUmDUvhgymgWbitl1uZiZm0qPvBndVgbRojqJPdnxg7/a5SW7CijxuEnYYq9smGqmC+SQa19WQubnbK3KN9NRqSGKFPbZpQamKBlR6WXPGsrbkTiuqtCufuvKxRC1HNbi1Rx9UHnNIxAaTTQexIcfhOu8gCtq7FXqg4wf7ZMV88JgO1V8FvkGZRNfBai9iaGiM6g9Ljn+cV0EruqAnIYqC5Bv+1Pv7v1W35rGCU6RJ6yHQ0ZhffnsOIN0HGECJRWrXkS7cwcD2OuUz1nNaVgCANzAkQEcKpBa2m1ENnMdMLwuKbzzHVGEiPVNLrNhdWc9JGd6w//B+deeT+5ZbVM3WLj44/ysNobAiGdVoNWq2eoaxVTz01lU00khdUu+iUaSa1YTsL2tdD3ZP/N2PAt4cPvAA1M7JdMQaWdGz5eWn+MpMgWpHLVGtWoxL4JHexWkmP930xHhRnQ+ltUpTOpC7e/i4RZqsO3K2sBhPuesgcqeOoV2/blAPrFq5u6BXluTu/VwuPF9QSXDYo3QVLfNmydEB2XxhAOX18Fwy+D8z5Soz96I2yfA19NQXPpT4E5kN6ors3+hMf6n2rXSkaDnjt+ymVIRh9uGvsJSRE6CqxuXlpsZWXubn66OTsgx0FvVNdztvjeb45XU4gDQGNqvjNeY5BEZCK0SPAU6vQmiMlSj1Ax7CKY/7LvfUMvhNVfN/welQ5hUYztGY1Oq8Ht8WK1u3jqr930zhrJTZ9vwu5q2uN+0sAU4i0mdL0mkL5tJunL79s7JUIDwy+FmMy9N7+xPnu/vN3GUeiK4NtlTRNraDVwTJ8WpKfVm2Dg2bDi04ZtuQs5cayRZ2f5joGuOCKbRIufmkDmeOg1SaWa3p/RAol9DtwmEThVBWp9ng8Vdi+byzxM6Nb2xSCjTBoyIzXM3+Pi9F4tvMGK76F+5i2X4EkIPzxhMZDUDxa/rR77ikzFaw5QIgJjBBx+E2z6zff+sbf5XVvZWjFmI1lxZlbkVnB1buNsfj0SI/zWP2y1yFTVeZu7yPf+0dcE7DN5o1JVYilfMzPShuMJD2KHsRA+dMAqqyLoojPhxKeabs85WmUV2rVA/R4WrQr6RqaSHBXGKxcObVRU753Z23j6nCEYdY3/DHskWrjrpH6YTXowx6mRt/M/hUu+g3M/VMHH1Lth9nNw6ouNpzXubZ/mtBfJyUxnaGYMAFFhes4dmckNx/Tg02sOI7mZZBTYrWqh7wenwcAz1cW3jsdN6pq3eOqMfk2y9o3JieOCMVnodH5Oq7AoOPFJNeVqX/owuPDz5kf0ROBZCyA8xueu5YVuvEDvdhh5AjX6NG9PK9Y9GSNUx8Se5W3WJiE6urDYNJxnvK3WCe/LFIXzvE8xxgSmHhKgCu8edgMk9afy8H9Scfi/IGUwjLg8oFkxM+MieP2iocSYG3e0xEUYefmCoWTEmv288iBkHQaDzm26/bDrA9rZZ4xJx3nuZ2CKbLwjMhXn6W9Itj0Rcg6qSG5H0qULBLYluxWq8lSQYa+CnhPUtIXCdbBnmeoNTx8BURlqqp/dim3bfAo0CczZ46Go2s1hmWHkhNdgi+3D/B1V5JXXMio7jh5JFpKj/AzTu11QuVtlwSvdBj2OhYh42L0USraoY6YMqJ8LXlRlo7jKTkm1g4/n72RXeQ3DsmK5/PBsMuPDMfqqar19Drx3kvrv8Fg4/mHQGtSapIRekHM0NWEpFNR4mLWpiLJqB0f2SiQrzkxCS6YDVuapVPM756u0090Oh8h00AdmWkcoCenz77EMGHQ2DDyrya7/Lbbx7ioHrx0f7rOmXaDN2+3ihaUOFl5iIcncwoBt5hOqpMGVfnq7hSDEz8F2Yi/ZAXmrIG853sQ+aDNGoo/OQGsI7HduflkVc7eU8vGi3Xi9cP6IVI7snUBqbOSBX9xStio8814mL+lIVlVGsK7ERf8EPYMiq0krmQdjrgdTAIvXVu5RyZM2TgWtHnqfoEaJAlxaw+N24yrbhWfXQjTFm/CmDUObOghjXGZAjyNEIEjwJNpHyRZ4aYSa65bUH0wWtV6jtkwt6D3zjaYjSAFQ63Dx7bI9/PvbxskYjDotn1w9hpHZ+6V1rS6Bj85U06H2ZY6H+J5w7H2QMy7g7eysQvb8c9TAY6kw7h/QY3yT3Zf+XE2Vw8s/x7TPXPtSm4cbf7fx8sRwTu7Rwhu61V/Dys/g7t3NpmMWXVvInoOdTH5FLdd+uIQV+02l65cayTuXjyI1OjwwByraCK+MUcmYYrqpIKZyD1TsUsHNDfNVJ58QXVh2dja33XYbt912W5u8v0zbE+1j++yGRUKFa1Xh2bq1Sht+geoWZL87CMVWB/f/sLrJdofbw/99tZLCqv3qRzhrmgZOoOpW7VoA65rJNCg6jroaTz6y7Xm8XpYXuukZ234BSVyYlpQIDYvyW5E9L6EXOGuhaEPbNUwI0SLztpY0CZwA1uVVMX1dM1lWW6u6WAVOoGpL7VqgAidQ2Wdr2uZaKoQ/l19+ORqNpslj8+bNwW5am5GEEaJ9OJqpq+T1gPcgUi5XFYCrVk2ps6SAjyl4W4usON2+B1e3FVdTXuMkKXKf0QWtzm8SCkAlqhAdXzPB0/YKD5UO6BHTvn1LvWO19bWlWiS+J6CBPUshuX+btUsI0bwqm5NPFviofbjXpwt3cvKgVGIjApDMoS7zXOYYGHaxWltcWw7LP1KdkvoAjXCJDquixkGx1UGlzUlUuIGECCPRgUok4scJJ5zAu+++22hbYmLnXasmI0+ifWQf6X9fymA4QKrSRmrLYe0P8O4J8PwQeG0szHpazcvej+cAk1KbTFqNSIbDb/T9ZK0O+pzY8naK0FUXPJnjmuxaWaR6dds7eOoTp2NdqQero4UzqQ1mNW0nd3HbNkwI0SyvtwXXGgK0QiI8Fk57GXodDzMegS8uhb8ehz4nwakv+U2CI7qGPeW13PTpMiY8O5MzXpnLhGdmcvOny9hTXtumxzWZTKSkpDR66HQ6vv/+e4YPH05YWBjdu3fnwQcfxOVq6CTUaDS8/vrrnHLKKZjNZvr168e8efPYvHkzxxxzDBERERxxxBFs2dKQMn/Lli2cdtppJCcnY7FYGDVqFH/88Uez7SsvL+eqq64iMTGRqKgojj32WFasOPhC8xI8ifYRlQ79Tm26XauDk59pee0qj1tN8/vikoYCtrVl8Ndj8Ou/VD2sffRIsqDX+l7wnxVnJna/jEXodDDsEuh5/H7bDXDOBxAlGfE6haoCNWJptDTZtbzQTWqEBoux7RNF7KtPnBaPF5YVtmbqXk/YLcGTEMEUFW7ggtH+y4mcOzKT2ED1/IfHqXVPMx5u6ASqyoM/HoCy7RAu9QK7qooaB//6eiWzNjWeuvn3pmLu+nolFTWOdm3PrFmzuPTSS7n11ltZu3Ytr7/+Ou+99x6PPvpoo+c9/PDDXHrppSxfvpy+ffty4YUXcu2113L33XezePFivF4vN910U/3zrVYrJ510EtOnT2fZsmWccMIJTJ48mZ07/Y/+nnPOORQWFvLrr7+yZMkShg8fzoQJEygtLfX7muZI8CTaR0Q8nPw0nPI/Nd0oY7SqE3HNTDXy1FJV+fD7vb73rf2uSZ2IBIuR/5zSdEqTQafh6XMGk+Qrq19kCpzxKlw7C056Gs56G25aDD0ngkGmRHQK1nw16uQjk96KQhc57TzqBJBq0RBphMX5rZi6l9AbCtaqBBhCiKAZ1zOe/mlNZ1D0TLJwfP/kwGXtrC31X2dx7gtqv+iSiq2OJoFTnb83FVNsbbvg6aeffsJisdQ/zjnnHB588EHuuusuLrvsMrp3785xxx3Hww8/zOuvv97otVdccQXnnnsuvXv35l//+hfbt2/noosuYtKkSfTr149bb72Vv/76q/75Q4YM4dprr2XgwIH06tWLhx9+mB49evDDDz/4bNvs2bNZuHAhX375JSNHjqRXr148/fTTxMTE8NVXXx3U55U1T6L9WJJV0dlu42DnAnBUgkarkjS0tIK4raL55BKFaxsVDTUb9Zw5LI2BaVG8+tcWdpXVMDQzhquP7E63+GbqYUQkqEdqKwI70XFYfRfIdXm8rC3xcG6f9k8br9Vo6BWrZXFrkkYk9lXrBfOWQ7cj2qxtQojmpUSH8/ZlI/lrfRGfLNyJx+vlvFGZHNcvmdSYAHa61RSrxBC+uB3q+hjbLXDHEx1Gpc3Z7P6qA+w/FOPHj+fVV1+t/z0iIoLBgwczZ86cRiNNbrcbm81GTU0NZrO6Bxs8uOE+KzlZ1WQbNGhQo202m43KykqioqKwWq088MAD/Pzzz+Tl5eFyuaitrfU78rRixQqsVivx8Y1HZWtraxtNB2wNCZ4EALvLalmwrYS/NxWTHW9m8pA00qLDCDe24E+kukjVXFr+iZpWN/QCNbpkSWr8PGuxyg5UsFp9+cf3hHkvqelTE+6FiBYsLtQfoI5SeNM1LFHhRkZmx/HCBVHYnG4iTHrCDJLauUurKvCZLGJjmQe7G7oHYeQJoHesjh82O3F5vH6nmzYS002Nhu5aIMGTED54XG5sFfl4KvfgLtmONiYdfUwGuqgUjMbALqJPjQ7ngjFZnDAoBbwQYzYEvk6c/gAdjS3tiBSdTlRY851+kQfYfygiIiLo2bNno21Wq5UHH3yQM888s8nzw8Ia/k4N+9RbqztffG3zeNR65DvvvJPff/+dp59+mp49exIeHs7ZZ5+Nw+F7ZM1qtZKamtpo9KpOTExMyz7gfiR4EmwrtnLu6/MpqrLXb3th+iZeuWg44/skYWou0LAWwrR/w6ovG7Yt+0AV0pv8AkTurexur4INP8Mvd6reMVCjToffpL7sd86HfpMP3FhzPHQfD1v/bLrPFAXxPfy+NMKkJ8Ikf/ICNW1vbyHlfa0qcqMBsqODEzz1idNS44INpR4GJLQgwNfqIKGPCp6EEE04ynYS9uUlaAv3qfUXm43tvC9wJ/RApw/8NSFg65t8MUWp4upl25vui+8BpgAW5BUdSoLFyFG9Evjbx9S9o3olkGBp24x7+xs+fDgbNmxoElQdqjlz5nD55ZdzxhlnACo42r59e7PtyM/PR6/Xk52dHZA2yJqnLq6i1sm9361pFDiByhx0y6fLKdxvu93lZldpDWv3VLCtuJrKijLY8GvTN944FbbPavi9dCv8eEtD4AQqRfncFyA2B5Z92CTZA4Bj7/H+XF/Ajyv2sNWqx33ysxCz3+JcfRhc8BlEprb630B0QVUFKhDfz6oiNxmRGsL07Zssok73GC16DSxp7dS9XQt9pI4UomurKcvH8Mtt2FNHsvPc31hz1p9sP2861p6TCfv2ChwVTTO0hjyXHU58sunIuTkOTngCnDbfr+sA8itqWbS9lO+X72blrvKmdRhFs6LNRv571mCO6tU4AddRvRJ44qzBbZ6ufH/33XcfH3zwAQ8++CBr1qxh3bp1fPbZZ/znP/85pPft1asX33zzDcuXL2fFihVceOGF9aNSvkycOJHDDz+c008/nd9++43t27czd+5c7rnnHhYvPriES9IN38WVVTuYvdn3GiKH28PavEoy49S81GKrnXdmb+Pt2duwuzxoNDC+VzwPn/0j6d+cAbbyxm8w/xXoOQEMEbDg9aYHqLPsQ+gxATyN5+PanG7mbC7mxk+WYnM2nBhXj8vhn5f9iqForepxj+sO2eMgMg108ictDsDtUlNNfUzbW1nkDtqoE4BRpyEnRsuSAheXDmzhhS6pH6z8DEq2qOx7QggA9PZySobdyIsbYvns4yKcbi9aDZzUfzL/OeZkYm2lQEawm9k6tgr443449UWo3K06JuN6qEywv90Dp7164PcIQZsLq7j07YXsqWgImPqlRvLWpSNJj21mfbJoJC0mnBcvGEax1UGVzUlkmIEES9vXefJl0qRJ/PTTTzz00EM88cQTGAwG+vbty1VXXXVI7/vss88yZcoUjjjiCBISEvjXv/5FZWWl3+drNBp++eUX7rnnHq644gqKiopISUnhqKOOql9j1Vpyp9nFuQ9QnKKq1gG15Th0EXw4bwev/NWwuM7rhRkbSyiwRvLWWd+Q+tOlUJHb8GKHVa1tctuhbJv/g1TshsQ+TWo95VXUcs2HS5q08c3Z28hOHMhFY46H3vulFBfiQKoLAW+TkSen28v6Eg/n92v/ZBH76hWrZVGrRp76qSmwO+ZI8CTEPmyaMP63PoZPlzZkYfV44ac1xVTZY3nmJAsHWEUbeiISoHgjfH6xmrURlQobp6lpfDqDymzbwRRU2rjivUWNAieAdXlV/Ovrlbx84fCg3Px3VNHm9g2W3nvvPb/7Jk2axKRJk/zu9+43YyI7O7vJtmOOOabRtuzsbGbMmNHoOTfe2Lg+5/7T+CIjI3nhhRd44YUX/LalNWTaXhdnCdOTGec/E9CQWAd8dCaFeTt4c9ZWn89Zs6eK3fosZo//kuJJr6gbOVB1ncJiQW+GrGYWs6cMUunK90sD/vPKPL/B3at/baGwUob0xUGoylM/90susqncg8MDOUEceQLoHatlj9VLfrX/aQiNGM2q53nH3LZtmBAdTJkmmi+W+55ZMXNzGWWamPZtUCBEJMGoq9V/l21T533d+qcx16v9HUxhpZ1dpb6LuM7eXEJJdfvWJxLiQDrUyNN///tf7r77bm699Vaee+65YDcn6LxeLwWVdpxuD0a9lmRfNYt8qKh1UmVzokEtbH309IFc9u4ijukVzz1HRpMaocHp1bK+XEeSdQMc829iwnR8dm4aBdUeXlpkpaLWyU1jYugdp6PaCe6acrKidbywpQ+3HfsUcbXbYcj56kY1LAaGX6Km8Tlr8KaPomDoTTjDEzHWFpKcPQB0YVCyGdCAOQHCo9lWXO33M+RX2A44atZiNaVgt4JWqzL+HSijn+jYqvauczA3Dp5WBzlZRJ0+cSpRxJJ8Nyf3aGFbkvs3XmMohKDSrmZXDEiL4ubRkaRZtJTUenl1iZWF28spsrroFeBjOisL0TnUFCKPwYI+OiWwBzBFwJF3QvcJEBGnRptcDqitgLQhqjOlgyk7QPHWWmcrRuKFaAcdJnhatGgRr7/+eqN88F1ZidXOL6vyeGHGZoqq7KTHhPOP43tzTJ8k4iJ8D9e63B62FFXzyM9rmbWpGL1Ww8mDU7l9Ym9W/mMo5nVfoPv2RagpgbjujBl3O5qssbDhZyw/3MTgqjyISmfsiS+gxUPYn9dD4ToIi8Y94kp02UcwsXsmEanjYOZMeHm0SgrRaxIc9xBcNZ2SPVuYVpHJ878XU1BZTmp0FLdPMDIxbBlx356vRq16nwjHP8LYngl8vXS3z88yMD360NONO2sgfw1MvQt2L1YjX8MugbG3QXTTTGyik6jKB40OwqIbbV5d7CbNErxkEXViwjQkR2hYnO/m5B4tnEKYPAjWfq96oGOz27J5QnQYZqOWh45P45Tw1cTNfxLKd4IliWEjb2Xu0KOIMQd2iq63cB366Q+j2TQVvF40PSfinfgA3rheaA0BnEbldkD5NvjpFtVBGZUOR/4DkvsF7hjtKK2ZOlgmvbZNU2wLcTA6xLQ9q9XKRRddxJtvvklsbNNF3l1Ntd3FK39t4d7vG7Lk7S6v5Y4vVvDFop3Y/fTS7Cit4bSXZ9dXoHZ5vHy/fA8zVmzC8vfD6KY/oAIngNKtaHbMhaXvwu/37jPVKRZzbR5hn5+jAicAWwW6Oc/CnOcZm2nA9MFJsO4HVfPJ61WZ996aiEcfzjsFPfn31N0UVKp251XY+Oc3a/hwVyK2/uep16z/Cd6awJgsi9/Umnef2JdYP0FiixWsg3eOV4ETgLMWFr4BH58NlXmH9t4idFXlgzm2YXrpXquK3HQL8qhTnV4xWhbn+ymE6UvKQPV5ts5su0YJ0cEkhHs5SzuTuGk3qcAJwFpIzF/3ML7wfdLDW3GOHYC3eDOa905Cs+Hnvdc+D5pNv6F590Q05dsDdhxqy2D+q/DrPxuuy5W74ec7YNFbYPO/cD5UxUcYObaP7+mGl4/NJilSZoOI0BIadwoHcOONN3LyySczceLEYDclJBRb7bw3d7vPfc9N30SR1d5ke63DxWt/bWmUtQ5Ao4ETsnVoVn7a9M36nwYLXmu8beQUmPW074Ztn4W2ao8a0dmfvRIWvcXOYt9f7K/MK6Ro4JUNG2pKSN/yBV9cezhjchoC5tToMN64ZAQD0qJ8vEsr1JTCtLvVyNj+CtdC0bpDe38RuqryILzxomq3x8u6Uk/Q1zvV6R2nZW2JhxpnC6emGi2q6PQ2CZ6EqBNuLyNi7pO+9y17B7OrIiDHcTsdsOJTn+U2sFXA4rdx26wBORbVxbDwNd/75r8M1oLAHKcdxUYYeezMQZw3KhODTo38m406bp3Qk6uP7C5F7UXICflpe5999hlLly5l0aJFLXq+3W7Hbm8IHppLX9hRFVT6X+9jc3oorXaQsV9qz0qbq37EaV+xZiOWKj+Z8NwOcDdOH05Egu/ifHtpdi2AmG5QtL7JPu3m3xjT7wx+XN30dXaXhxJXGJn7blz1Od0Hn8frl4yktNqBy+MlKsxAcpTp0Ku2O2uaLyy6YRr0OPbQjtEFdYjzryq/SZrybRUebK7gr3eq0ydOh9vrZHmhmyPSW/g1nTIYtv4FHo9avye6pA5xDrYTb20pOPysnfV68FTkQtKhZ6j0VBeh2zrD737Ntpl4R18PYZZDPhbWwqbX5TouuwquEgK9kqvtpUSH8cCp/blxfE9qHW4iTDqSIk0Y9RI4idAT0lfYXbt2ceutt/Lxxx8TFtayZAiPP/440dHR9Y/MzMwDv6iDMRubv5ky+fiy0Ws1Pud31zrcuE1+RnF0PuYZa7Sg9f9l5o2I93+xCo/FrdEzJCOaRB/D8E3WmoTHgU5PjNlI90QLvZMjSYkOO/TACdTn8Pe5ASIPLvd/V9chzr+qPU2Cp9XFagQyOyo0vhIzIjVEGGhdyvK0YVBTDAWr2q5hIuR1iHOwnWgMzd83aEwBCGYAjc6E10fduHphMXh1AVrzdIDPhL5l90qhKNygJyvOTJ+USDJizRI4iZAVGncKfixZsoTCwkKGDx+OXq9Hr9czc+ZMXnjhBfR6PW530xuLu+++m4qKivrHrl27gtDytpVgMZHiJ7NeryQL8T7WCcVbTFw1LqfJ9lqnmx3uBJ8FQ7EWQkxW421b/lQJHXzRGSF9FFT4/jd3HX4LsXFJHNY9nn8c35sXLxhGRqxaKJqTEEFc5drGLzjsejBG+D7WoYpIhJFX+t/f75S2OW4n1yHOv8o8NYK6jzXFbpLNGizG4CaLqKPVaOgd28p1T0n9VdKTTb+3XcNEyOsQ52A7cZtiIHmA752RKXjMiQE5jj4yAUZd43e/d/S1GGLSAnIszPFqdocvcd2bZBEVQgReSAdPEyZMYNWqVSxfvrz+MXLkSC666CKWL1+OTte0V8JkMhEVFdXo0dkkR5l489KRWEyNR6DiIoy8fNFwEiy+F1ce3SeJ4/s3HVFZVWnGe97HTeossfxTOPvdxlnJVn4Go65UX9L70urh1JfQFKyGYRc3OYZ70PnMsHbjls+W8frfW7nr61U88vNaHjtjED2TInh1cjJJ8x5teMHIKyHJz0WvpZy1ULFHFeF17LcOS2eAMddA+sjG2zUaOO1liAzQha6LCfnzz2mD2tImBXJXFbnpFiKjTnV6x+lYku/G1dKU/DoDpAyBzX+0bcNESAv5c7AdhYeZcZ7xVpPOEowWnOd8jDEscP82nqQBeIdd2mS7d+A5eNJHBOw4RGfiPOeDJtlCCY/FefYHEN11RxqFaC8hveYpMjKSgQMHNtoWERFBfHx8k+1diUajYUBaFL/ediRLtpexPr+SQenRDM2MIT3Wf42HxEgTj585iJvG9+S3tQWEG7QcNyCFZG0lml+fhku+h8I1ULQJ0oaq2jHFW+D0V6F8B5RsUYvSTZFw6Q9QvAG2zFB1nFKHwMLX1e9jb4cLv4A9y8Drwd37JL7bquH/vt3ZqD0FlXaemLqedy8dQYZjKww4QwVh/SZDVBpYDqHYX9l2+PtpWPWlSgrR/3Q45i4V9NVN+4tKg/M/gdItqrfeHA+9T4DIFAjQdA4RYuqyU+0TPHm9XtaUuDkxJ7TS4faN0/K5C9aXeBiY2MLpK+kjVJKXmlLpgRbCYcWwaRr2K6bj3b0E7Z5leBL7oe12ONods9Fa4oDAZPDVGUy4xt6GbsTlsP5n8Lqh72Tc4XHoA1g7sLC8kjWFZsZd8iOG3PlQvBES++BMP4yZ+UaGhFWQGCdZiUXHtH37dnJycli2bBlDhw4NdnP8CungSfin1WrIjDWTGWsGWl6TKN5iIt5iYnBmjNpgLYIPzlJpx7fOUCmPj/w/qC6Cd04Ax94MQfE91GjMlhnw95Nw5R/QcyKkD4f5r8On56m05ABrv4MhF0DvSeB2sT6vgn/8PN9ne9bsqcTmBk3aEFXgLxDKd8LbxzfOOrTqC9jyB1z9F8TuM+UhMlk9uh0RmGOL0FYfPDX0ROdWealyhE6yiDo9YrQYtLAw39Xy4ClztMq4tek3VaRaiK7MVgHTH8A0/QEYfR3kHAl5y+HlG9T+Kb81nUVxsHYvRf/H/arzcOQUQAM7F6L/6VZVg2ngmQE5jMvpZETxNxi+f1y1PSodtszAUPp/jD7yPqrSm45+CdGWLr/8ct5//32uvfZaXnutcSbIG2+8kVdeeYXLLruM9957LzgNbAMdLnj666+/gt2EzqWmuKFeE0D+ati1CKoLGwInUKNOJVvUf+87XSA8Dg6/EQafB9UFYIxUUyQiU6CmFO+ab6kyjmm2CTZXAKuHezyw5lvf6VprSmHpB2oEylcyDNH5Ve5RP/cZeVpTrP7+Qi14Mug09IzRsnCPmymDWvgiczwk9FE93xI8iS5vbymKnhMhY4QaDUrqr8pwrPvRd6mKg2G3wvZZcPS/4I8H1EwNUIHNxAcgdzH0GO97bXErxVCFef4z6pfSreqxV9T8p9APOgMIzFou0UHVlqkOcFulul+L8LOuPYAyMzP57LPP+N///kd4uFoCYrPZ+OSTT8jKyjrAqzue0LpbEO3Ps9+C9NShVPQ4hfyjHmfHdZvZdcNWdk1Zzp6zf8Q2+BLQm6DPSSo5RE0ZpZXV5Fq95HljcUblqJs3nVEFL2U70Mx5npQwNya9lpHdYjm8e3yjtVomvZaY8ABWXrdXqgK9/qz/SfVGtjVrgRoBq9yjAjoRGqry1No+Y8P01jUlbmJMGmLDQiNZxL76xGtZmO/G623huieArDFq3dP+6/yE6GrC4+HUFyFtOMx9CRa/A3OexxuZBme+qaZuB4LHpWZazHiUstPeZ/sNO9l+wy5Kz/pCTR/vdZwqnBsARluJKiPii7NW7RddV8Vu+HIKvDQK3poAL42Er65U29vQ8OHDyczM5Jtvvqnf9s0335CVlcWwYcPqt02dOpVx48YRExNDfHw8p5xyClu2bGn2vVevXs2JJ56IxWIhOTmZSy65hOLipqV32pMET12Aw+1mZ0k1H8/fwaM/r+W3NfnkldeqneGx9T0SZcc+xZoTv2KrqS9vLChga7mXf32/iSNfWcsxn1Zzn/Myci+YAeNuo3rWKyzeXsLlHyxj3NOzOe7FhTw7M5f8/N3UrJ/Okh1lLKswU3zW16Qaqpk3JYV3us/gzfSfmHaOmWdOSseg03D90T1Iigpg9XCdofkU5KZIta6qrdSWqR7Nd0+E5wbB60epNSjWwrY7pmi5yj2wX4atNcVusqNCL3AC6Bevo9TmZUt5KwLwrLGqjtlmybonurjwWDy1FexOGc9Pg5/nkcj/8GXf/5GbczaugvWquHQg6MOhPJdN5/3J3bPdTHhuDsf+bxb//KuWDWf/gbs8Tz0nIMc6QGdjANdXiQ6mtgy+v0ktwdjXlunww81qfxuaMmUK7777bv3v77zzDldccUWj51RXV3PHHXewePFipk+fjlar5YwzzsDjp5O5vLycY489lmHDhrF48WKmTp1KQUEB5557bpt+lgPpcNP2ROu43B4Wby/j8ncW4XCrP843Z20jJSqMz649jOyYVDjhv9g2/MHC6ONIRs81HyzmmXOHcvUHi7G71Gscbg9fLCtk7vZwvjg/g13dLuH8DzfUL3Oy2l28Oq+AhbmRvDYKepb/yt25h3NaXwvHVUwjbs5z9W2yLHqRyT0mMfq6p7BYLJise3tEwmNVcHMoNDqV7W+Ln4KFI64I3AVzf243rP0Rfry5YVt1EUy7G4rWwfGPNM2QJNpX5Z4miRRWFXkYmx6a9UR6x2rRaWDeHjc9Y1vYxuh0iOuhpq/2P61tGyhECPNUF7Ml6TjO+2wXsWYHmbFm5uy0cn9JDZ+cfxYDayvRR8Qf+I0OxFnDtozJXPnuYk7uE8nXF2QCXmbscDLl/UV8cMVkerhqwHTopTecplj0UelQ6WMkIaYbDmOM3Nh1VdVFTQOnOlumq/1tOH3v4osv5u6772bHDjVtdc6cOXz22WeNltucddZZjV7zzjvvkJiYyNq1a30mgnvppZcYNmwYjz32WKPXZGZmsnHjRnr37t02H+YAZOSps7FXQdEGmPkU/PJPNFv/wlWeh0nf+H91fqWNu79eSYXDDb1PpHL8YwxIj+fjhTuZ0C+ZTxburA+c9pVbVsu8fC3vrqzB10yiJbuq2BnWl+hlr3PjqEgGmUvR7hM41TFW7SRdW0rM1Jvg+SHq8c01ULwJn2/c4s9fqXrdB5zRdF/vSapu1L5ruQLJmge/3+t739IPVHIOEVz7BU9FNR6Kar0ht96pTpheQ/cYLfP3tKLeE0D2ONjwq5rzLkQXVeww8OScKj44K5XPDt/Fa/Gf8dGw9Xx3YQYvLqig0BmYgrIOnZm/NhTy0Rnx3GF9lqHfHMXQb47i5rIn+PyMeP5Ym0+NNjA1C3UaDZz0VNMaiKZIOPEJ9NrQHEUX7eBA3/dtfD1ITEzk5JNP5r333uPdd9/l5JNPJiGhcZmATZs2ccEFF9C9e3eioqLIzs4GYOfOnT7eEVasWMGff/6JxWKpf/Tt2xfggNP92pJ0UHQm9ipY+Tn8/I/6TbqFrzM2eTCfnv8Gp324Dfc+NWPmbS2ltNpJdEI0sQXz2arLYcHWUq49qjtP/7bB72F+WV9GdLj/hAuzd9oYEZ1BsllDzMIPmj5Bo4XjH0X74elgK2/YvuEX2DEXrp0Jsdmt+OD70Jtg5Zcqq9KAM1RRX68Huh8DFbmw5nsVRLWF2vLGn2d/JZshoWfbHFu0TGUudDuy/tc1xaqDIFSDJ4D+8Vpm56p1TxpNC2+Mco5WAfu6H2HYRW3bQCFClJUwHjhcS/p3p9RPWQoD4g1mHjvjC8rdgVlvW1pt57g0JxlfntpoapRhyzQycucx+fxplFY7MQdg5p6+pgBmPa1qMOavbCghkjIQ/nwc/UnPQJzUeuqSDlS3LIB1zfyZMmUKN910EwAvv/xyk/2TJ0+mW7duvPnmm6SlpeHxeBg4cCAOh+91fFarlcmTJ/PEE0802ZeamhrYxrdC6N4xiNar3NMocKqjK1hJ9pYPmdS36fQEh8sNVQUYfroJHR6iwvVUO9zNBkfxZgMOH6NSDfu14KxBo9Wht5U2fULPCbBpmu9Aw1YOyz4Cdyt72uuERcPYW2HGI/D9jVCxU01v+Ok2NSp0+PVNiwEHiu4AF+J2+OISzXC7oKqgUcHMNcVuIgyQZA7d3tr+CTpKbF42lrVi3ZMlCVIHw/JP2q5hQoS4WKpJ/+OGpms9nDUk/3wFyfrA9MRHGLXEbfnG95oSeyWxaz/GEqAEr1q9CXYvhU/OhbU/qGOu/Q4+OQ/ylqM1BGY0TXRAEYnQY4LvfT0mqP1t7IQTTsDhcOB0Opk0qXFHdUlJCRs2bOA///kPEyZMoF+/fpSVNb8Oa/jw4axZs4bs7Gx69uzZ6BEREZjR3IMhwVNnsu5Hv7ssK9/n4kGNg4YEi5EovUulK68qINJTwSOnD6R3soUHTx1Asp9EDhcNiSYhzPeNnFYD49L14HGzshhKup3Q9EmpQ2DHPP+fY+M0sB9CRrzUoTD2NjUSt3m6yjxmr4QJD0BCG86PjUiA9JG+94XHQkznS9fZoVjzVarifS4gq4vdZEdpWz6iEwR9YlW9p7m7W9mh0GMC7JjdKJWxEF2JxVMBRet976wuIsIRmMx0kVoH5u3+E7SE75hOjM4ekGNhSWy4luSvhI1TIX+V+j2ue6POIdHFhMeq7JL7B1A9JqjtbZyuHECn07Fu3TrWrl2LTtd4nW5sbCzx8fG88cYbbN68mRkzZnDHHXc0+3433ngjpaWlXHDBBSxatIgtW7Ywbdo0rrjiCtzuAJa5aSUJnjqT5tbUOKyE6xvfIN5zbArJ310ANSVsO286//mznDNfmcvl7y7iuT828dTZQxiT03hx/bVHdSchOoJrjsigd1LjqF+jgedOzSJ57dvsPu5V7pmaS37i2KbpYB3VzZ/E4bEHHsUBcNpU+s3K3WqdU52IeBh3B9y0GE59Gc54DW5aAqOvgvCYA7/vwTLHqWNZkhtv14fB+Z9CZPCGmAUNqVr3ublYXeymWwhP2QMw6TX0itUyO7eVwVO3sSo5ylIfU2eF6AJ0nuYDFq0rcOn8veFx/neGxx7aWt59RabCeR81zSobFgPnfqhqLIquKzodzn4bbloEV01XP89+W21vJ1FRUURFNZ1po9Vq+eyzz1iyZAkDBw7k9ttv56mnnmr2vdLS0pgzZw5ut5vjjz+eQYMGcdtttxETE4NWG7xrt6x56kz6nggLX/O5y9NtHKuKVJTeI9HCv4+KZ2Tx12gjE8mNGMA5byyl2Now53TZrnKuen8xX99wBL+s2oNWo2F4ViyzNhXz9Ypibuxv48Pzu7OxQsffW8pIjtBxbHcz0bZctkRfw20/ldAjyUKlMZndZ3xDyrLn0K35WtXDqC6Bw66HbTN9f44jbj5w1r2yHTDrWVj9pVrT1P8MOOZuiN3bIxcerR4JvVr9z3hIEnrB1TPUtIqd8yGxD3Q/GqIyQBuaGd26jMpc9XPvyFOl3cuuKi+Te4R28AQwMEHHz1udON1eDLoWjpLpTWqt39IP1bkhKYxFF+MyxWI0WnwnCdLq8ESmE5BvZY0O9+jr0W/+w3c7xtyIPpCF2ZMHwXVzYOc8yFsBaUMh6zCIlrVOgkYlaNrDe++91+z+7777rv6/J06cyNq1axvt37eOYXZ2dpO6hr169WpUPyoUSPDUmST2hZTBaih/X1o9mkmPcIKlD8cOSCNsy28kLLgTkgfAgLOYvmpHo8CpjsPt4bW/NjMkM4bf1hTwxt9bcbq9xJgNnJvgIuWH8SRHpnDk8EuxDbyQ11fYqHXGMTAtmtsnxrN8VznXf7yUWoebO4+9hSsuvQK9NV/dvCb2wTviCjRL3m10TPuQy3DFD2T/mawOl5vSagceL0RSTeTH50Dx3qQWA86AAaer6XnmWDUtMCIJTG2UkvxAojPUo/+pwTm+8K0iFwzm+ixVa0pUZ0JOTOgHT4MStXyxAZYXuhmV2oqv7T4nq8LQa3+Awee0XQOFCEGVuljij/kXmt+aZkH1jrqaGq2FQBSPcBsjWeftRvchU4hY8U6jfTUDLmSrrg+9DVEErBy81wNaHUWxQ3HGjsSAk0SNThXi1cltnRBtTc6yziQyBS78HOa/BovfVr1t3cbBpEfQJPYjyeuByp0QZYYJ90F0JrWLP2J6kf8q64u2lzEyO47FOxoW9ZXXOPHUTRmoyoeZT2KPGcCfGxJZvqvc5/t8tqyYM7TrSJh5l5pCF5FA3og7cfe8kOidaq54ZdbxTN2l5bN3N/DRFAspsWr0aU95LW/P3spnC3dR63RzTO8E/nX8+/T4+w70aQPV4vjPLlSjWqCy+R17H4y8vF17X0SIq9itguq91hS7MekgzRK6653qdI/REmmEWbmu1gVPMZlqDeCCVyV4El1OtLsMTc4xMPl5mPuCykwXlQ5jrkPTYwIRVAfkOFV2F//5vYCTel7ESedfRNSO39B4PVR2O44/dhv47Nc9fHxVFvGGANxyeb2UFucxa0sZz84pYUdJDTkJEfxjnJOxOV5ikzMO/RhCiGZJ8NTZRKXBhHthzLWAV/Wyh8dCTSks/xRKNkHOUWq+9MapGGIyeG5EPJbJ8Xg1OjZUR/Dsn9uZubEIrxfiIoz0TLTw7xP7khFnpsbhYtWuciwxJjjnfYhMg7AoonRG7jTA9V9aqbI3XZsxtpuZqMLFcOz9YEmiuKqWK7/cytaiagamjwdg9axi+qVG8q9xMUQ4iqC8nHxPNJe8u5QtRQ0XuRkbipmzpZSfLnuOXu7NKnDal9cD0x+AjJEqZfmBWIvA41TZ2DQaNb0uIhl0OrBVqMQTaMAcD5LJqOOq3K3Ww+21ushDtygt2hBOFlFHq9EwMEHHX7tc3DGqlS/udyrMeAh2LoCsMW3SPiFCkd5jh6l3Qc/jKDp/Kg706HGTtOMXNF9eiu6c9wNyHJPWQ3yEkdcXlpGRkMO4IRfixcvafDcvz99GjyQLRgKzuL22qpSPlxYzbbOVu4+MJcWSzqTN5AAAs4RJREFUwJ4qNy8vLCe30s0Vh4VjigpA4d992a0N2XHD48BoDuz7C9HBSPDUGekMTRcH5q+E5H6wexF8ew30mIB33O3odi8h7tOTwFoACb0ZeNT/8fLJo5gzOoubPlnGP47vhc3l5vsVe1izp5IYs4EpR3TD5tUTNf0BKN0Gcd3RHHYDY40RTLtkAFf9XM7avIY55uEGHVeMScHItarOkSmS2qoK1uVVAbBk76jW86dmcpR7IbFz/we/5kLOUSwf/HyjwKmO3eXhf/MreKpPSZMpfvVmP6vmgvtbP1VbAbkLYcccSB4Ic55X/07mODjsBhhwFky7W6VV15lg6IUqEUWMzCvvkMp3NkrasarYTfcOMGWvzpAkHa8vd1Bc6yEhvBXtzhip1kLMe1GCJ9G1eFyUH/88cwv1PPneGraX1JAaHcYtRx3O8edOJM6ZF5DDhHts3HlMGjnmOPQzH8Pwy/eAl2N7n8zfV/2HTdXhRGprgUMPOoptkGbR8sGIrcTNfxrKdzI0NpvDRt/J745BFNogM1BVMTweKN0C0x+CDT+rWR0DzlRrKONyAnQQITqejnPnIA5edTGggW+vhTXfgtsJGaPQLPsIzbR/q8AJoHgj2m+uJmLLr/SNrOXNS0fg8sDVHyxhzR5VD6O8xsmzf2zmn1P3UDrsRvW60q3wy51oyneQtvwF3js9qb7K+ZSx3fjxhtFUY2ajoS9FLnXx0Gu8WEwNsfuUUQlMKP2M2On/UGtTAG94Aj+t9VEnaq+Zm0qptHT3/7krclVGPl88Htj8O/xxvyow+PWVDWvFakpVnahf7oTMMSpLkssGi9+B9yc3ZG0THUv5TohUmRBrnF62lnvICfFMe/sakqTDC/y1s5VZ9zRa6H8arPsJije3SduECEXOsDi+3ezmhs/Xsr1EZdbLq7Bx94+beG1BIdXh/qest4Zda6RnpJPwDyZhWLs3MZLHjX79D4S/P4l+US5qvYFZ8eRxuzm+5kfifrtFfacBlG0nbtpNnOiYhsfTinpwB1K+A96aAOt+UOup3E5Y+Tm8c3zDsYXogjrOnYM4eF4PbP0LrIXqd41GpTFe9qHv5896ihRtOWkx4Tz+i+8aGX9triAv/nCVhhvwJA0kL24My4Y9zMZKA9NuHcus20fRM87IGa8t4pSX53P8c39z/hvzWZdXSbzZyKWjGlJ6XzjQjGVp40yBGlcNsWH+p1RFhhnQ6pu5IGWO8T/qVJWnpnOMnAJ/+0mVuWW6ypa3b5aysm2wc67/Y4rQZK9S0072rnlaW+LGCx0qeIoxaegZo2X6joMoIN1jghpRnfNcwNslRKgqdIbz9PTtPve9Mz+PEldgCqa7vDo8K7/c21G5n9oyPEvex60JTLbVZF0VkQuf97kvasGzJGsDU/gXlwMWvqmmru/PWghrv1edkEJ0QR3nzkEcPK8Hts9q+D08Fqr2+H9+TSmG2hJqHC52lvqvg7E0zw6x2bjTRrDymLeY/IObM95cxsUfb2Dic7N5dU4e6E2N1kBtKbJy3uvzKKiFSw/vxuHZURh0GiLshapna1/bZnJeP//B0WWHZZAYHVkfwDWiM6iU5/7WKNkroLoIzAlQtt3/v0XBaojp1njb6m/U+ijRcZTvUj/31uBaXexBr4WMyNBf77SvYck6Zu5yYXe3smaMzqDWPq34rH5kV4jOrrzGSbXD91ojt8fLnorA1Hny2isJ2/Kr3/2mrdN8ByEHwVBbDO6m2XEBcNkw2AJT+BdbuZqy7s+6H8FRFZhjCdHBSPDUFZgiVYahlEEqoYTTpopnNsOrD0Ov06Jt5t4yJkwLzhryjnqSCz9rnO7c64VPFuZSWGVn9H6FdittLmZvKiYlJpIXz+7L15f2ITLCx8olZy2Zu37gtnHJTXaN7BbLmSO7oU3oBVf8Ckn9G3Ym9ILLfoLYZuZka/cGZVqdmtbkT1h04wK8oIqsSs2mjqVuiolFjTytKnLTLUpbP720oxiVoqPGBXN3H0Tw3udEMISrtX1CdAEGffO3OGZjYGovaXVGPGEx/p8QFo2mJYXfW3Ss5peqH2h/yw+kh7BmFk+Fx4I2gLWrhOhAJGFEF1Bo01Fy+FNQXUyEUUsYThI1FWjCon33hqWPoMYYj9vj4di+SfyxrrDJUww6DUPiPaAPY36hjho/vXsfzd/B/03qy8JtjdcuLd5RygVjskhISCQhMhyqderG1tr4WNHznuSK8bGccN1p/Lgyj0q3kZMGp9MjKYKkyL2jSunD4dIfwFamorbw2PqbZL8i4tXUxe2zoNdxsNFHD5vOqEad9u+pHzlFTX0UHUf5TnWh35u6flWRm+wONGWvTkakhtQIDVO3uRif1cobF4MZ+k2Gpe/Dkf9QpQ2E6MSiwnT0SrKwqbBpkdxEi4n4iMDc/Jsjo7GNvJ6wLTN87reNvIGI6MBkwHOFxWKIzoSKXU13xubgNMUGpp6UOQ4Ovxm+usL3/sNukKx7osvqeHcPolXyymuoKNhO6oYP6Tf9CrKmXoFxx1/YIjPxnvNe4/U8AJYkPCc8wS6nhZdnbOGSw7qRGdd4XrhOq+GV07uRvOhJiExhU6n/XvBiq4PIsKYxer/UfXq0TBaI7Qbnf1pfwLReeCzRaT3p+8PJ/F/vQh4+pSeH94hvCJzq250ICb3VGqUDBU5735dTX1SFdUdf03Rqnlan9i98o/H2o/8FsdkHfn8RWip2qr8LjZZap5fNHSxZRB2NRsPoVB1TtzlxtnbqHqjgSWuAOS8EvnFChJgql5bnzx1AjLlxkBRu0PHqhYOosAfuWJ7kQTgGX9xku6PfWXgzWltfwL8CXTLus95pup43LBr3mW9TpGs6U+OgZY+D/mc03T5yCiQPCNxxhOhgZOSpE6uyOXGW5dLr1wtURry9Ygr/g2fdJzjP/wr9tbPRbPkTitdD+gjc6aOp0lgwWO30itWwfOse3r14MNtKbMzdVk5UuJExOXGk6Kuw2o7Day9gcFwCzG86OgWQGRdOUVXjK5RJr+W4/vt9wWs0qpjn9fNg20zIX6V+j+8JBWvggs/VlENDAHu64nuoEauCNXD6qyqJxK6FKjjqPUkFcrHZkNhPXaj6n6baEB4TuDaI9lG+EyISAZUswuOlQ6Up39dhaXq+3+xi9u6DGH0yWlQAtfhtGHtrffZBITojrUbLM39s5aurR7JqVxnLd1fRJ8nM6O4JvDF7O1eM6xGwY5ld5dQOPBvHyMth7Y9qrXG/yXjcTsLtxUBgMvuZjXpeWm/h2itmYNw5C03Barypg7FnHMEbK9xcOi6At3WWJDj5aRh7M6z5TnW8DDgNojNU3UMhuigJnjqBaruLYqudGocbi0lPYqSJMIMOq81J1LZfGgVOdbSFa2HrDLQjL4HE3mpj2S7030whNncRsToTd2aMUiMw7y+lZ2QKx17yAw/+VcxFby/A64U+yb1JjhrEZelmEizGRmue6tw0vicfzt9R/3us2cDrl4wgLdpHliOdXo1AxV7aeHtb1qaJzlCPOoPObrw/MgWyDmu744v2UbqtfprayiI3Bi1kdrBkEXW6RWlIt2j4bpOz9cETQL/TVOrhuS/ApEcD30AhQkS8zkZ8mIaJz8/j6F4JDEyPZuaWSv794ybGdY8hweAn8UJrueww72XCl32ogoohF6gOwa8uUaVABpwJp70ckGlucREmzhqVzXmfLCXRMpg+yWNZt7qK8oXFvHjBcGIjArO2ql5Egnqkjwjs+wrRgUnw1MHlV9Ty2C/r+XlVHm6PF5NeyyWHdePao7sT5qwgZsOXfl9rXPkRDDxVJUUA2DpdjbyAqmu0b4Y+eyXa6gKO7JXCB/PU4vsNBVVsKKhiR2kNz547lCemrq+vB2Ux6bnj+N4c2yeRw7Oj2VNuI8yoIynaTHJUOLrmFupX5atMeM7avV/cSWpqnxAHq2w7pA0DYFWRp0Mmi6ij0WgYl6Hn+01OqhxeIo2t/BwmC/SdDIveUqNPLZnmKkQHZK7dzZ0DKtFokvh6RREzNxWj0cCkfgk8MAaiqzZDQuKhH8hRo2YwANSUwLyXGu8vXAvO6oCtEcqINfPOZaMottopsTo4bWg68RYj8RbTgV8shDhkEjx1YGXVDv751Ur+3tRQW6JXsoWseDM7S2roGaltPiucRofL7an/I9iTeQqOa05E67aTsv59jPOfV0XxAAzhaDRaesdouOvEvjz3x0ZsTk99O0prHDwwWc0tt7s8xJoNJBlsGBb9D+a/Spbboaa+jb0dhpyngiJfCtfBZxc2jJZpdWp+9VH/DPmbvGKrHYfLg06rISnShEaSSoSGmlKwV0JkKgDLC90ddspenSMzdHyx3snPW5yc30w6f7/6nwbrf1SZ92T0SXRSWq2WpG/P5f5hV3LDJedQ5dITofeSsOMnIr9+BddF3wXmQPowiO8Fe5b63h/fA3SBDWziLSbiveUQ7gKtGyx+ahoKIQJOgqcOrNhqbxQ4/efkfniBd2Zv495T+uM2u/AOPh9N3gqfry/tfynOGhd6RwWzdlj53+8b2VFSQ0ZsONcdfQlHX3kVmZ8cpTLgDb0I7JVkGVzkREbxwvmqF99s1GEJ0zNrYxFDM2LITtib8MFWCVP/A8s/bjigywa//VtlxTvyzqY1mCpy4f1TGhca9LhVob7INDjiVtCFXorwyloHi/+fvfuOb6s6Gzj+u9qyZcl7xHb2IHsnbEjYe2/KhlKgpW/fLlo6aJkvBToolB02ZW8IM4EAISEDsvd24m1J1pbuff84cRzHkuM4cmI7z/fz8UfJnUe2ju597jnnORvquev95ayqaqTY7eCmqQM5cUQx+fIkcP+rX6des4rxRw3WeXWO69u9v/rynCZGF5p4fmm0Y8GTPUtan0SPZ9jd4CoiY94j9Jn3SMuVNpdKNJQO8TCMvQQWv6wyvu5ajglXoTU9iEyHQC1s+Bpv7VZCtlyc0Vo8+WXQ5xCVJU8I0am69+PXA9w2b3jHv88bX8am+hB3vLeMUWXZ9DJ78bx5KZEBx5MoGdNq33j5IRi9DyHWWM8r31fz85cWsqFWzWe0uT7ErW8u4ZkF9Ww7520YcY7qw/3VP9AaKzk29jn5LitLtnr5w5uLue6ZeVRsL4uub79wBKrh+xeSF/zrf6p+4LuqXJJ8hvYd+2xt9+9mX0noBh8treKqad/tSIe7zRfm1jcX8/ePV+ILp/GCKTqmril4KmFxTQIDGNDNW54Aju1jYVGNzoLKDk7YPOxM1bIr8z6JHipmzSF46kNqkuidaRqBk/6F35yTnhNZbNQ5yqk79cnmbvAA9izqT3qY+sz+rcvQUdEg3o0/8E2sP9csHs6pH3u4bukIvo31xbdxkZrHUQjRqbr/HcQBbOeBoSeOKOa57YkZThtdQk5gLQlPX/7+jY+5B/+bmhP+rdKO9juS6pMe4+ux9/Lf5THiGQX8/dNVSY//9NcbqLWVwCE3wtI31UBY/zZqrb24/b3l/OOT1ayrDVLlj/DinE2c/uAsNtZtn1DWvy3pEzhADa4N1bdeXrUs9ZsN1av9uphKX5jb31uadN3zczZSmySJhtjH6teB3Q22TH6oSuAwQ2k3TRaxs7FFZoozNR7/oYOfMbsLhp6uWp/8SR5mCNHNVUZM/Gq2nU0XfEpw3LVQPonwyEvYcsEn/HVFL2qj6QloEpYM/rs8yo3fFTLv5PeoOP99Ks57j4WnfcDNP/ThiYUhYtb0jNuNBn28V5nLRS+uZ+6GBmoao3y7roELXljP9OocooGGtJxHCJFa9+67coArzLLTPz+TjXVBApE4ie2tPtkZNjyrP8Xb6wg+mO3lP98EGVRYznEDb8Mw4MMvG1lXs5HJ/XI5uK9nx9ilXUUTOlt9EfrqVWSunQkn3QMNG1mRKGf+xtYT9PnCcR78fDV/PXM4zl3noNjVrl32oO15IzJyW89J1QV4QzEagslblwwD1tU00i8/M+l6sY/UrW813snUA8ajmTSNk/tbeGpRjLUNCfpnd6BL69AzYNn2sU8n3pn+QgqxH9UHY7y3tI6PVtRz/EHnMbDoQjb6dN5/rppIXOekcWEGFu39WCF/OMb0ZbUs3OTlnHU7Tzyv/r2tMc7VR8bIzdz7a1hVxMJfP03eC+O2T7Zy6JBelO71WYQQbZGWp26s0O3giSsmUJbjxG5VN04/nlxAeaZO3JGDOdaIy67i41VVjTz0dSUPf1PJupoAAG6HBZu57Yk27RYTsYKRKmmDfxvG5rkMz9E5eWjy7g7TF29TwYSroPXEs016jYWMJH3NC4fuSCfdyuG/3HED3JVYzW1XoUy7PJ/Y7+rWgEvNZ9QTkkXs7KhyC7kOjQe+62CrbFPr03ePq9ZiIXoQm0XV9VjC4L0lNfxjViVv/KACJ1BjdtPBajYlnQy+SZbDisWUnu+dmpBOKJZIuq4xEqcm2IHJs4UQe6Tn3EUcoPrlu/jvjw+hf34mF4wp4PqCRRS+cxna0NPIXfYCNxxSgMOa/M989Sg7Bf4V9M5Nnj61xOOgMMuObcFTsPIDCFShzX2c3Gen8pfxIR4+qw8zLi/hy0uzmX55by6fUIDdYkIDFehc9FLrifQ8ZXDOE5CZZII9Txlc/i4UDmteZrbCYT+H0ee3nTlwP8nNtDKqzJN0ndthoSwnjZP6io6pXQ2eUqqCOlsDBgN7UPBkM2ucPdjKO2vizO/w2Kcz1OSXX96f3sIJsZ95HBYGFibvLpfvspGfpjmRMu0WrjksxcNC4NrD+uB2pqeLoHk310HLbh7oCSH2njwW7wGK3CrI+dPUfDIe/R0kotiNCPFznuS4+nV8dVEG6+K53DajnkUVfgAuHZfPYP+35G78kAcvepxLHp+DP9J885VpM3PvuaMwdJ2M8lGQXQgf/V6tzMgnP8PMSd/8DLbMU8tMFn47+gouu/RG8jOt6im20wM//gKqV0L1MtUtL38wuNuYaT1/EFz2lkocEQ+p4CuzMG3zY6Rbbqad+88fwwWPfENtoHnsic1s4tHLJlCU1fW6Gh5Qwl6VvMRdxoJK9bR2YE7Purk4ureZTzdo/O6LMG+fnYnNvIddEm2ZKnnEvKdU5j2PdPoRPUOOXePvF4zhkse/xRtq7l7tsJp48OJx5DrT1313uCfMBeNLiETjnDXEjga8sypCzDAxviCu+nGnobtwvlMjL9PW4nrTpDDLTl4a35MQIjkJnnoITdNwBipUytTTH8Ty3eNoP7wIQB6Q58zh+bOe4+WtgxhelstArYLsYAGhoX/jta+38Py1k/lhs5fFW7wMKnJx6IB8vlpdzZerani4fAkZX93TfLKpf4B3/6d5LiYAPY5zweP0d2WjBUfB9FtUkod+R8Ixf1TJKiztfMrnKuxWqZMHFrp4+6bDmbehjjnr6hhUlMXRQwooyXbIU8D9rXa1evWUsnB1glyHRq6jZ91cmDSNa0bb+cOXYe6bG+GWg5OMJ9ydYafDsrfhi3vhtL+nvYxC7A/RaJRyq5/3LilhTkWc+VUJhuaaOKK3HU+Gn2gEcKVhTGrYS350G3cc5sQ0/3lMn74Ghs7hw87CmHA15kgFBF3Je1zsoaL4Fv51Zl8uf2kVsURzFz2b2cS/zuhDUXwrIOnKhehMEjz1IJqmQZ/DwLtxR+C0Q6ge9yvncuJFn3PyM/OYdtUkbl0QZXivGF+tqeXpbzYwoU8OhwzIY2VlI//34QoicZ0x5dm0yCdhz1KtQDsHTjuX4dv/wOn/At8WtWDlh7DmU7j6E+g1plPed1dQmuOkNKeU08fIU/supWZ78OTuxfzKBAOyTT1y8uJ+HhMXDrXyyPdRBueaOGfwHnZHsmaoKQkWPKtan3L7dU5BhdiHLEYE1wc341n3GWUFQzg7uzesrIQvfoDCoTSe/2p6TmQYoBlYXroQfBU7FpvmT4OV78P5z4CRPDHTnjLZMpiw8BamX/5HXl0RZUl1nJGFFs4ZbKN09m/RTv1bWs4jhEhNgqeeJLtcTWb7yR+Tr4+FcGz5mmLPQLY2hJm+pJKEbjBlSAGN4TgLNzXw3YaWKcRPHOwma/PXzQsyC6BhY+oyRBtbj03SE/D9S5A3UA1Q3x3DAP9WiIXAbFNJJNI1R4Y4sNSuhow84mYn31f7OXtQz/0cndLfwtZGnV/NCBPX4YKD9jCAOugU1fo04044+7HOKaQQ+5Aj1oB53WfqP9Ur1E+TqmVYwrVAWRrOpMHaGS0Cpx0aq2D5+3D4z9NwHsBViM1TQv+XjuSX/aYQzeuDrW4dphdnwISrVTd3IUSn6vLB01133cXrr7/O8uXLcTqdHHroodxzzz0MGTJkfxdt32qshERMBRGOHAjWqCDD4cFv2PEFQmiGm7y+U7Anm0NpO6d3NXmu4fTPc7D816PR4hHMvo3cUFCDo3Q4YVsuVSETX66qYos/wRVjsjCVXAUlI2Dhi+DMhaIRqcvpLlXJIs59So1ZCvmg76EqEFr/pQqkikZAbt8Wu9UHooRiCcxGjIKqbzC981P1nm0uOOQmGH8F6HH1Y3GCI0uN1RCiLbWrwN2L5bU64TgM6mHjnXamaRpXj7Jh0mL8ZmaY+ZUJbj3EQZatnS1tFgeMugBmPwyH3gzFbdRzIboBLbZ93sFxlxOY+FMsViuJeJyMRc/BVw9gCqe+Vu4RPQ6rPgZHNtGpt2GUTVTjmyoWYP/kVlj9CRx8Q3rOZc+Cqb+DkedjyirAoZlA11WQVjAY7J1wXYwEINyg/p2RC1Zn+s8hRDfS5YOnmTNncuONNzJx4kTi8Ti/+93vOP7441m6dCmZmQfAzXOgVj3R+vx21VUubwAc9j/QWEl81eesOeFp/u+TpcxYWYPTauaC8SVcfclMer12OgTrWh+ucDzaVsjV63BEg/D0aRCqpynxuHngySQm3cZFI1045z+O6fFnIBaE/lPgklfVOKZoQGXG825uefD+R8MRv4TPbleBkt2tgp5gHbx8mWp1Gn+lap2KNULeYAIJE0u3+rjjvWV8v7mB/Ew7104q4Kzj/kXB25dAbn/ocwh88GtY8b5qiRp+Foy7XI2LyumblkG4ooeqWgq5A5lfmcCi0aPSlCdj0jSuGmmln8fEs0uifL4xzh8PdXBKf0v7uisOOl5NiP3Jn+DS1zq9vEJ0Js3hofGar7A2rCPz9UtUy1NOX8KH/Qr9J/OxkXyOvj1msUP5ZGKnP4w26+/YPvoNGDqxg84gdsUHWOc/pR5OpEssDA3r4Z2btt8XDIQjfw3ZvdN3DlAPaOvWwud3wbK3QDPByPPhyP9V114hDlCaYRjdalKA6upqCgsLmTlzJkceeeRut/f5fHg8HrxeL263ex+UMI1iIfjmIfjsL+r/JrPqljf4BLBns8o+jNMe/rbVJLcDCjJ5/rgExa+f3fJ4riIWnfwGteYCypwxBs6/Sw1g/ervLTaLH/6/WEJ1KvvWziwOuPB5+PB3cOJd8OFvoGaVWpdZAOc8Ds+fq1rIdlYyGiZeA2//VP1/xDlQNhEOOoUvqpxc9uScVm/9+CHZ3D1wKbm9BqjAK+JvuUF2HzWpZ+FwGZ/Rhe3X+peIwR0lMPEafrZlCstqdf5yeBpvYLq4mqDOM0tizN2WYEpvM/cc5aQwox3B44avYMZd8KM3YcCUTi+n6Fxd+hror4RgrRoPlJGrei2k8WFY2F+PtvhV7NN/2Wpd5OCbiU/+KZk5SeYc3FOJOLG6jVifPkG1AO0sI5fYlZ9gzSlvf9KktjRWwZzH4Iv/a71uyq3bu+6lKWFE3Tp4bIp6aLqzrBK4+mM1VECIA1C3ewzr9aoZu3NzD4BsMo1VMPNu9W+TBc56VN0Qvnw5gcXv8sAnK1sFTgBrqgMsTPSD4lE7lhmlE/Bf9Da15gL++u5S7vh0C35HIfQ9rNUYJcvcx1Rrz67iYZj7BPQ7At6+CSZeCxe9COc+CVe8D1/e1zpwAtj6vepu2JRBb/FrkDeAqrCJP761OOlb/2hFA5W9joHFr7cOnAAaNkDtWjVGI97BCUJFz1a7BvQYZPdm7tYEg3twl71k8jNM/GKinf+daGNBpc4prwZYXJ18cs0Weh+q5lqb/jvVzVaIdEvEYfM8eOpEePgQ+M9h8OhRKsFQtDF954l4sc+4Lekq+5wHscZ8aTmNHguhL3mjdeAEEKxDX/AciWggLeci1NDqgecOs+6DUG16zpOIwXdPtg6cQI1JXv6uapkS4gDUre4mdF3n5z//OYcddhgjRiTvjx+JRPD5fC1+uq1ANSS2z+Uw7jJY9RF8/yLocXy9juCLNd6Uu76ztJ7KM19i3bkfseGimUwf/U8ufr2aK56ay5rqAF+uqqGx1+FqQL2ruOXOEV/qLgbrZkLpODUw9oNfw4sXwevXqsBq/Zep38uGb6B4ZPP/a9fgj5tZXxtMucv8rVH15CuVdTMgWK8uJqJL6FL1r3oZABXW3mwNGAzJ7VZfd2kzodjCnUc6cNs1LnynHQGUpqmW4qqlMG/aPimjSJ8uVQdT8W6Ep09pmbW1sQpeugiqV6XtNFqwLvnDNwA9gd6UFXYvRcJB7KveS7nevvoDYuHU17o9svN9wa5iIbU+HUL1qqt8KkvfTP27FaKH61Z3EzfeeCOLFy/mpZdeSrnNXXfdhcfj2fFTXt6Nm5XNOzXxDzoOFjenVTXFg7jsqYesZWfY+HRDginP1XDUU1u4/vX1LNrSfBF1OSxosZAafBoP7bJzb/UFbDKrvtS5/ZvX2bPUF/TOmp5OW9sYg7brfo5srJqBqY0eGm67uXXmvhbHdIOGapUTXUKXqn9Vy8CZw9w6NcHykNw2Pks9XI5D4/eH2CnONHHFB0G2BXaTNjl/MAw8Dj69TY27FN1Gl6qDyeg6xsIXW19HAAwDY8ad6bsp37mbnCMbCg5S3QO309KU+MBktqHb2+gSac9KX8bY3XX9M6dpYnaTRV1jU7G7274+C9GDdZvg6aabbuLdd9/l888/p6wsdWrRW265Ba/Xu+Nn06ZN+7CUaZZZoLLXAcSjLbrQ5C97lsvHZqfc9fwxBZTnpB7fcemEYvJX/lddUHZJLJE4+lZ18brwRTXGavyVcMkrMPpCGHUhLH275cHcvSBQo5JDpNLvSNi0fWyTNQMKh5Ib2sgxQ5OnVbWaNUbnxqD/UamPOfQ01ZqVhokHRXp0qfpXtRSyezNnW5xSl4bbfmAnFnFaNH45yY5hwM8+CZHQd9PlZtzl6jvn4z/smwKKtOhSdTCZeAhtc+txrk20bYsgkp6ue3F7rpr78MyH4OR7YcTZcPztcM4TUDoBPbMoLeexZ+UQm3h9yvXhiTfg8KQphbgzt/m+YFfZfcCZnZ7zZOTCITemXn/wDZLxVhywunzwZBgGN910E2+88QafffYZ/fq1nRzAbrfjdrtb/HRb7hK44Fn1BWVp+TTJvH4mZ/cOML48q9VuPzu8iCJLkLKcDG6cMrDV+hG93FwyIIJl7AWqO12TjDwajr2f+vzx6N7N8ML56snzx39Q/87pBwedprruNbFlwsn3qVang3+iEjjs6qjfqOZ/Pa6eZp3zOFQswFXYhz+cOpxenpZBnkmDf54/gsLgahh0gsrit6txl6mxTn0Ob/NXKPatLlX/tn4POf2YXZHgoAO41WlnHrvGjeNszN2WYNriFF1/mjiz1QORhc/D2pltbyu6jC5VB5NImO3EcgalXK9n9yGipSGxAmBx5aGf8gDMvFd1L//8TnjzBph+C8Yp92NypSmgAYyiUUSHn99qeWzI6Wjlk9J2Hjx94NwnWgcu9ix1bc0bkL5z9T0ChpzSevnYH7Xshi/EAabLZ9u74YYbeOGFF3jrrbdazO3k8XhwOnff5N6lMw21h54A7yZo2ASz7oc1nzWvs2VSddyDrLEN5b01UbJscNrwPAoyLURNTqKGGTRoDMd5b9FWfKEYJxyUx5DMAEXWAGycg14yEpMzl3g8RnXMwRdbzZzpWorj1UuSl+fqj1WGvU2zVaDU70jVeuUqBLMFfFuhagksew8y82HY6Wp+iB9ehpz+MHCqyqyUVaImvwUqGkJ8v7mBL1bWUJ7j5MQRxZR4HDht27vjNVZBzUqVaMJsg8EngatAtcyl8eIn0m+/1b9QA9zTh+qJv2Hil6P56Tgbh5ZK984mTy2KMmtznM8udFGc2cYzNEOHj34PYS/85Jv2TXItupSudg0MRRM0bl5MwbNHq8/XLqrPfAkGTKEga+8zYzbWVpD5xuXJW7py+hK65G2c+X32+jxNgnVbsPi3oC1+TY2pGnEuuqccZ26KlqKOiobBtxFWfQKVi1VyqIFTwdMXrOkJPHdorIb6tbDoNfXwc+S5qoVLenyIA1iXD55SzU3y1FNPccUVV+x2/6524dgr3s3wypWw84Wg4CCMU/+Bz5JHxJ5DQyCMzWKhKmLhz+8sxQAumlTG0YOKCIRDxCJhtgY1GqM6k/vmULbmRXj/l9B/KhzxP5B/ELx8SXMXu12NPB/OeLBVS5gQyey3+rfuS3j6VN4d+yg3fePioeOc5DgO7G57OwvEDH7xWYjj+1r425SMtjf2bYV3fqom0D39n/umgCJtuto1MJHQeXveGo7Uvifv45+peQMBzFa8h97CzIwTOGr0YDwZex8E6NuWYPrPoSnXG9d8hlY2fq/PA1BV7+cXryxiU0OYnx4zCE3TeHTmGtwOMw9eOJqinNa9RIQQ3VOXfxTbxWO7fctTplKD+7fCtkXg8GBEGlkeyeNHz66npnHljk1PGFbIDUcP5GcvLWDdlmpOzKuldOk0zA0b6Fc8iZr+Z/Pnt7dwx8giigDWfqZ+TronebrVJr4tKtOPBE+iK9v2A5htfFWfTakrIYHTLjKtGucMtjJtcYzrRicY3Fa3RreaK4tvHoSBx8CwM/ZdQUWPYzabGNGnmF+8vY3/PX06BXoVxKP4M8p5YoGf0yYWpyVwAtBiu0kPHm5Iy3kAvttQx6y1Kq33L1/5ocW6WauqOWeSBE9C9BRdPngSLQUs2egOyFr8Z1j7ORXnvssFL6zFF44DarzQCUPzuGi4jd7uRl66dAiDvbPIfuHmHcfIWv8lWfP/w1/PfoOQuT9Mug7KJ6mgKFin/l2/PnkB+h+lxhrZ03MhqPFHiCV0rBYT+S4JyESabB/v9HVFguH5Mt4pmal9LLy/Ns7930X4z/G7aX0adAJsXQhv3aTGOuycgVOIPVSW4+RHhw3m4v8uJK7rmDWNWGITvzlpCCN6pa91THfmYbbYU84FqLvLSMe3gz8Q5OlvK1Kuf3pOBcccVEC2WwIoIXoCCZ66iYRu4AtG+XpNDc9/u5F/jLuUgqqlLPVn4AvXc/7oPK4d56KvzYfZiGDyrYMP/0mfE+9Fe7317OpEA5TM+F8S5zypJpyd95RK+jD6Ijjkp7DkzdZzSdjdUDoenjgejr4FBkxR45o6oD6g3sv9H69kXU2A/gUufnnCECb3zSUnM819tsWBZ/NcNnkmsWGzwTmDu3xenP3CYtI4Y5CVR7+PsqIu0XYqd01T3wvv/QJevBiu+UTGP4kOc9osHDW4gOk/P5Kt3hBx3aA020m+y9Y81jUNYiYH5vFXwrf/ab1y2BnoZkdagic9ESeWSJ3+P5bQSei7mR5ACNFtyF1Fd1C/AdPGr8j57NecvOoPPHN4LbbSUYTGXsX6hjh3n9iLP+R+yqCXp2B9+iRMz5wOn/0Vpv4RLVSnZgpPZtsizLWrYOV0tU24Ab59GGY/BJe/2zKbTu+DVYafT/4MdWvg9Wvg20ea+6vvgXAswQtzNnLjCwtYUx1AN2B1VSPXPzuP1+ZvJhLbzSSeQrQlUAt1a/mS0Zg0pOWpDUeUmcl3ajy0IPmT+RZsmTDl9+phy6tXtZg6QYg9ZbWYKM1xMqFvLgf3z6M8NyOtgROAJVwHYy+FI3+tEhuBmipj0nVw9C2YAm10Ud8DnswMzh6Zm3L9mcNzyclMz5xSQoj9T1qeurraNfDNv9G+ewJQc8JaFr+Gu2gkjWc9w/iQi77bppM14/9a7ufbAq9dA1e82/bxk90Aff8ijDgHfvSmmizXu5kQNhp9XjJ7HUJG3VoVNM26H8ZessdzPVT7I/zjk+SzyP/toxWcOKKYspzddCMSIpUt3wHwhb+UQdkmMqwy3ikVi0njlP4Wnlsa41eTdMqydvM8Lbu3mnrg07/Ae/8Lpz6gWqWE6ILMVpt64JeIqnmeLHZ1zVvyBrx9E6bT/pGmE1k4ZlgJT8zeRlluBkcNLkDTYNaqWtZU+zl1TBmmdGfBE0LsN9Ly1JUF66B2NWwPnHamVS4iY8kL9HaEyJ1zX/L9o42weZ5KY5pMTj8VHCWz8Hlw5lKj5fJWVQFnv69x8ocZ/MZ3LivP/ZRo36lq3iZf6n7eqVQ3Roim6OIQjunUNu5m/hkh2rJ5LlF7Hl9WWhhdKK1Ou3N0bwsZVnjih3bWu9LxavLMeU+pG1NJ6iO6KsOAlR/A6k/UPE8vXwavXgnL3obN36W19bQkJ4tpV05kZKmbaV+v58lZ6xlUmMmzV02iNEe6uArRk0jw1JXFw7A8dcuRef407ERVK1PeAHD3ar3Rtu9hwtWtl5vMcMwfYc6jyQ/uzKUxmuDuz7Zw8ztbWLbVT7U/wjuLazjl6XUsnXiHmuXcsudzcdjMbX/sbBb5WIq9sH4W32VNJRCDMUUSPO2Ow6JxXB8LLy2P0hBuZyA06Hj1vfLV3+Gz2yWAEl1TxNf82bS7IX8QOHOa1wdq0naqCl+Uy56ay0Mz1rK5PsSWhhCPfrmOix+fwxZ/iq7zQohuSbrtdWV6ou0xRYkoFrMZLnxBpS63Z6l05t8+Ams/V9vkDgAjAedNg9kPq5ai0nGqD3jlEqhenvzY4y5jS0OIVxdsbbUqljD44+d1TDv41+RmFe3x28p32Sly26n0tR5nUZbjJFcSRoiOigZh83d8nHMWeQ6Nvm7pUtYex/Wz8s6aOM8vi3Lj2HZmvRx+lrox/fJv6kHP8bdLFz7RtdgywVUMx9wKFqfKIuspVZO9fnYHOFOPU9pTny6rZENtsNXyLQ0h3llYwXVH9sdkkvohRE8gwVNXZrZB/ymw+LWkq41zp2H77E+w/O3mhRY7nHyfet3wNRQMwZj5f2hTfw99DlNztOT2B4cbMvKgdMKOMSI7HPFLyO7DV/NrUxbth81e/OecTK5rz7PtFbnt/OfS8Vz82LeEdkoOkWkz8/Al4yhyd3Bm+VhYXRTN8rE+YG2eg5GI8XF9CWOLzCkn2RYtZds1jigz89SiKNeMsmE3t/P3NuJsMFvVHFChOjjtn+r/QnQBmt0D5z8Nb94A2eWQ3Qc2fQtVS+GMh9Q1MA28oRhvLNiScv1b32/hvAll5Ml0HEL0CHKX2ZVlFUGvMVA0AioXt1w34BjY+j3mnQMnUPNZvHszXPIaxsE3oGsWzFN+ry4WYy8BdxlYtwcn7hK48HmoWgZLXge7B0ZfoFqvnDk4rL6URdM0MNkywbTnXew0TWNkqYfp/3Mkny+vYtFmL2N6Z3PU4AJ6ZXcgI5F3C6z/Eha/CvZsmHSN6p6Rpguj6EbWfcES63A2N5r5UbF02dsTpwyw8vnGMG+sjHHh0D1o/R16mkpb/tXfwV+pblbTNA+cEHsjhgnL9y+hnXSP6o1RvVyN9Z10LSx6lcQRv0zLTZBJa7u7uc1swiytTkL0GBI8dXU5/eDcaRgLnkH74SWIBjEGHoc+5XeYp52cfB89ARUL0ErGYO4zicqQhtc9GYuukR01kbvzg+GsYvUzYEqrwxzSPw9NSz6cYcqQArL3onudxWyid24Glx/at8PHAKBhEzx9GtSva162+BWYfD0c9WsJoA40K6fzvv1ksqIwLF/Gzu2JXi4TE4rNPPJ9lPOGWPfsZq//FHDkwMy74MkT4eL/qocwQuxHRiyENvAY+O+lqmtpk3lPwen/woi27mbXEVkOK5cd0pfZa+uSrr/skL5kZ0h3dCF6Crm76OrsLigYxJYRN1B3wbtUXfopj+f+gsVVsdSZ8gDq1hCu3cAXa32c8/DXHP/AF0y9byZXTpvDim1+jHYM8C7IsvP7k4e2Wp6XaePWU4aR5djP3XPiEdVdaOfAqcm3/1GBlThweLdgbFvM24FhTCg2Y5EnvXvs9IEW1nl1PlwX3/Ode42BE+9R30uPHg2b5qa7eELsEbMRg+m/bxk4gXrA+OEtmEnfxLUT+uRw5KDW3dgn9s3h8CTLhRDdl7Q87Qf+cIzGcByTppHvsmHeJftcjT9CLKFjs5rIy7TjC8WoTTg5/N/zd2xzxwm9GF0yBrYuTH6SXmNZn38cb83ewN3H5qFpGu+tDvPaD7Wc98jXvPfTIyjPbT2XUjSuU+kLE4zGcVrNnDWmlMn983j2m/VU+iJMPaiQY4YWdo15mIK1KqV6Kj+8rG7oxIFh1XTmGwexOWLnylL5auuIgTlmRuab+Oe8CCf1t2Da0zFjOX3VmMsZd8K0k9UYqDEXdUpZRfcXisSo2j41RbbTiifNrTOmeFhN6pxM2IsWSd01fU8Vuh387fzRLK3w8cK3G0kYBhdP6s3IUg+FHR3HK4TokuQOYx+KxhOsqwnwf9NXMGtVDS67hcsO6cMFE3tT7HFQF4jwzZpa7v94FRvrApw/oZxzxpXxwMcrmTq0kLHl2SzY1ADAw3PqOe7kP1D42jmtT+QpI14yHk88wO2OF3B+9CoYOuMHn8GPL7+RK96q4eOllVx1eL8Wu9X4wzzx1Xqe+mod4ZiOxaRx2ugSfnviQdx51kjiuo7D2oU+MoahWp9SaStToeh5lrzJK7YzKDBrHJQnjeoddc4QK3/+KsL7a+OcOqADrcvObDj+Dvj2IXjzetj6PRz/V0kkIVrYUBPg8VnreOv7LcTiBscMLeTmYwbRLy8TS5qmq9ANg7ZGPup6os31e6owy0HhEAeHDsjHwMBukXGXQvREcoexD62pDnDav77i02VVROI6tYEoD3yyiuufm0elN8Sz32zgxhcWsKa6kXyXnSMHF3DeI9/w5eoa7p2+ghunDuT00b2wmjU214d4am02ofNeUBmEQGVxGHgMnPkfDGc2Ja+fhfP7pyDih2gAx+IX6PPG6TxxRgFfr60hFm/ushCOJXj0y3U8PGMN4ZhaHtcN3lhQwa9f+wF/ON61AidQN2kHnZJ6/chz91lRxH7m30bjurm8HRrBkeXmPW8xETsMyTUzptDE3+aEiSU6OH+T2QqH/Awm/RjmPqrGJfq3pbegotvaUBvgR0/O4dnZG/CF4oRiCd79YSvnPPw16+vSMw4JIGbPbTmv087MNuKZJWk7185sFpMETkL0YBI87SO+UIy7PlhONNG6j/XCTQ3Uh2I8+PnqHcsumtSbhz5fTUJXNy/BaIIbn5+P3WLinxeN5d2fHs5lRw3HNvRkuHo63DAbbvhWdZkpGoF55Qdq8txdBWspXP0Kxw7Ow7JTOuIqf4Snv16ftOwzV9ZQ09hGC8/+YsuEKb9Pntmr7xFQMHjfl0nsH4tf443EEYR1M1N6d7Egvxu6cKiNjX6DZ5ZEO34QTVOZ+I6/E2pWwsOHwZrP01dI0W3NWlXDxiRBki8c58lZ6whGOjDmLhmTBabemnzd4T9Hk2kthBAdIMHTPtIYiTNrVfIEDxaTxpb6UIunvAMLXXy/2dtiu0hc55V5m/nJc/P5dFklJdlOlRErqwQKh0LBEMjtByYTpqVvpCyLa817nDjA0WIOHH84RiSeevBsRUOovW9138rtD9fNhHFXqKyBeQNVAHnO4+Da8wl8RTek6yTmPMkTnMHEYjN5Tvla21t93Cam9rZw/3cRtgX2clB90XA49e9qnp1nz4KP/wTxvQjKRLfmC0f5cEnqVsjPV1Sl7WGdKVgNFQvh/Geg35HgKoSyiXDmw5CIozVsTMt5hBAHFnnsso9oGjitZgLRRKt1CcPAvksfb90wsJq1lN1mPM42xg+YLGBzpV5vd5HpaDlZX4at7S4GuZlddHI/kxnyBsBJd8PRv1X/zyxQv3BxYFg3gw9r8lgfy+bqAfKVli4XHGRl3rYEv54R4umTM/ZuwmFnDhx7Gyx+XWXIXP2JuoEtGZW+AotuwWoykWlLXU8z7RZM6cqUabLAgmdh5Qcw+iLVEuqvhM9uB98WjEEnpec8QogDijyi3UfyMm1cNLl30nWGASUeJ/mu5kxDM1dUc9KI1P2xjxxckPpktkw4+MaUq42Db8Sa1XL+o7xMO0cPSX7MPnkZFLq7aPDUxOpUk/66CiVwOsAkZt7PA8ZFjC4wMTBHxhmki8umcd0YG19sTvDQgjS0FGkmNQ7x5PtUMpdHj4aPblVjMsUBw2mzcMnBya+FABdP6p22bK4JR67qjRCoga//Be//Cr78m+rSnpGLnlmclvMIIQ4sEjztIzaLmasO68fgotYtQr85YQiFWXYevnT8jhaot7+v4JxxpfROkk78jrNGUJS1m9SnJaNg5Pmtlw86Aa3vEa0Wu51W7jhzJCNK3S2Wl+U4efLyiRRJqlXRFa2dyUtrrayOF3LeQZLNLd3GFJo5Z7CFe+dGeHl5mrra5Q2AU+6HMRfDnEfhn+Ng3jRIpGmci+jyBha4OHd8aavlk/rmcPzw9HW3dub2Inr2k2BveV3DYid6zjNYs3ul7VxCiAOHZrRnttRuzOfz4fF48Hq9uN3u3e/QybZ5wyyp8PL+oq3kZto5e1wppdlO3E4rsbhOhTfER0srWbLFy6ED85nUN5dlW318tLSSYo+Ds8aWUuJxtG+C2kAN1K2D718APa66LeQNVK0zKdT4I2zzhdlYG6TY46BXtoNijzONvwFxIOnU+hePUv3QiRyz9QbGlLr4ydgu3jraTRmGwROLYny6Ic7Pxtn42Xh7+iYgbqyC+U/DupmQ0w+O+AWMugAs8rdMl652DWyytSHE5oYQb8zfTDiuc/roXgwsdKV9DkE9kSBevxF95cfYKuYQLRiBaeipaNllWG3yUFAIseckeBJCdJrOrH/6p7dz1acaC8yj+L8pmbjt0l2zsxiGwRur4ry2MkZ/j4kfj7FxfF8rnnT9zuvWwvcvwsZv1JjFcZfD2EtVAhyxV+QaKIQQ6SXBkxCi03Ra/Vv2Lnc/9w6PJE7j15MdjCmUsU77wtoGnVeWR1lYraMBA7JNDMg20ctlosSlUeoy0dejljksHQisvJtg2buwboYaF1U2EYaeDoOOV9lE93Q8o2FAsA58m9U8U4FqCDWocVaxICSiqlXe2J5RUDOBZgaLDSxONQ1CRi5kFoKnDHL6gi29LSOdTa6BQgiRXhI8CSE6TWfUP33pO9z/4rs8GDudS4dZOGWAbfc7ibSqDen8UK2zzqtTGdCpDRnUhQ1C24ctWTQYkmtici8LR5SZObjEgtO6B4FPPAwbZ8P6WVAxXwU5GflQNh4Kh0NOHxXQ2DIATW0faoDGSpUMoGGD6rLcsFEFSTuzOsGaqboGmqxg2h4wgQqijIQaf5WIqABu1/095VA8EnqNg/KJKsCzZXb0V9np5BoohBDpJcGTEKLTpLX+hb1s/vABbp1jYYY+losPMnPaIBkb01UYhkFjDLY26mzw6ayq11lWq1MTMrCb4ZBeZo7pY+Xo3hbKs/YgV1E8DJVLoHIp1K5WrVOBaiDJpcvqVN3+MgvAVQxZRWq+t8wCcOaCwwPmPUwskohBuEGd01ehArK6taos0UaVDrtkNPQ9HPocBuWTVGr2LkKugUIIkV4SPAkhOs1e179YiNC6ucyd+zVvL/fzVmwiLovBNWMzGVcs2fW6OsMwqGg0WFCVYGFlgmV1OroBfdwah/ayMLbIzLB8MwP3tJufHldd7+LbJ1M1W1Xrj2UfJgAwdBVIVS2FbYuhagkEa9W6/CFQOl61UBUOVYl63L3UPHT7mFwDhRAivXp88OT1esnOzmbTpk1y4RAijbKysnY7ceqe1D/b7L/j+Po+AJ6In8hf45e12sZtjnJMThUOk97xgov9JqibWRpwsyqU1a7tzejYTTqn5m3l932Xde2/u2FgClRiqlmB2bthz3Y1WcFsRff0JnTi39ELh+92n/bUP5BroBCdpb11UPQ8PT542rx5M+Xl5fu7GEL0OO15kt3e+qcB62520Sdbdee6Lvo/fKRPbLFNBiG0ZF21RLcVxIHRzukG3+Nmyqjq5BKll9mkJhveE7d8GubuWbufU6u9LUlyDRSic0hr7oGrxwdPuq5TUVGxT58Q+Hw+ysvLe/STPnmPPcPevMf21Kl0178D4W/SWeR313Fd8XfX3jrV0TrYFd/z3upp76mnvR/oXu9JWp4OXJb9XYDOZjKZKCsr2y/ndrvdXb7y7y15jz1DZ73Hzqp/B8LfpLPI767juuPvbm/rYHd8z7vT095TT3s/0DPfk+g59iDlkRBCCCGEEEIcuCR4EkIIIYQQQoh2kOCpE9jtdv70pz9ht/fcOWjkPfYM3e09drfydiXyu+u4A/F31xPfc097Tz3t/UDPfE+i5+nxCSOEEEIIIYQQIh2k5UkIIYQQQggh2kGCJyGEEEIIIYRoBwmehBBCCCGEEKIdJHgSQgghhBBCiHbo8cGTYRj4fD4kL4YQ+57UPyH2L6mDQgiRXj0+ePL7/Xg8Hvx+//4uihAHHKl/QuxfUgeFECK9enzwJIQQQgghhBDpIMGTEEIIIYQQQrSDBE9CCCGEEEII0Q4SPAkhhBBCCCFEO1j2dwF2Z8uWLfzmN7/hgw8+IBgMMnDgQJ566ikmTJiwv4sm0qTSF6a2MUpjJEZhloM8l40shxUAXTeo9IWpbowQiesUuR3ku2xk2Nr46CZi4N8GjdvAMCCrGFzFYLHto3e0GyEvBKuhsQrsbsgsgKyi/V0q0U1U+sLUNEYIROKt6ksysXAQo7FS1QmTBcNVhNlTgsWSep8OizRCoAr8lWDLgMxCcJek/zxCCCHEftKlg6f6+noOO+wwpkyZwgcffEBBQQGrVq0iJydnfxdNpMmqSj/XPPMdG2qDAGganDuujF+dOITcDBsLNzVw/XPzqGmMAmA1a9w4ZSCXH9KHnEx76wNGG2H1p/DWjRDZnl3Klgkn3wcHnQqOrH311pLzb4Ppv4fFrzYvyx8EF76oXoVow4ptfq55Zi6b6kKAqi8XTijnF8cPpiDL0Wr7sL8ObdGr2D/7A8TDaqEzh+gZjxDrewRWR0b6CtdYDV/cC3MfA0NXyzxl6rNdPFIVVgghhOjmunS3vXvuuYfy8nKeeuopJk2aRL9+/Tj++OMZMGDA/i6aSIOtDSEufuzbHYETqIaiV+Zt5umv11PpD3PJ49/uCJwAYgmDv3+yiq/W1CY/aN16eOXy5sAJIBqAN6+H2pWd9E7aKRaGLx9oGTgB1KyCZ88CX8X+KZfoFioaQlz82OwdgROo+vLi3E288O1GYgm91T6mykXYP/pVc+AEEKrH9vJF0LAxfYXTE/DDyzDnkebACcC7GZ4+Dbyb0ncuIYQQYj/q0sHT22+/zYQJEzjvvPMoLCxk7NixPPbYY23uE4lE8Pl8LX5E17S6qpHqxkjSddO+Wk+VT3XVS+aBj1dS7d9l33gYvnlQ3VEm8+X9KpDaXxorYf605Ou8m6B+/b4sTaeQ+td5VlT6qQ1Ek657Yta6VvUh7K/D8uU9yQ+mJzDmTSMRj6WncI2VMOu+5OvCDbBlfnrOI3ZL6qAQQnSuLh08rV27locffphBgwYxffp0fvKTn/Czn/2Mp59+OuU+d911Fx6PZ8dPeXn5Piyx2BPralMHMoFogmA0kXL9+tog8V2ftMdCULMi9QlrVkI0mHp9Z4uHWrYA7Kp+w74rSyeR+td51lQ1plznC8cJx3apL7EQprq1Kfex1S4jEUv+8GKPxSMQTNEaDFC1LD3nEbsldbANVcth01zVUiqEEB3UpYMnXdcZN24cd955J2PHjuW6667j2muv5T//+U/KfW655Ra8Xu+On02bpLtIVzWo0JVyndtpIcNmTrl+YIELm2WXj681E4pHpz5h0Qg1/ml/sWa0ff687t8dVepf5xlSnHq8Xk6GFae1ZX3RbBkkCg5KuU+kcAxmmzM9hbPYIauNxBAlbdRLkVZSB1No2AT/OQyeOBbmPbW/SyOE6Ma6dPBUUlLCsGHDWiwbOnQoGzem7qtvt9txu90tfkTX1C/fRVlO8pu3648cQInbgcuePKfJr08cQp5rl4QRFhtMvh5MSYIuTYMjfqEygO0vrmKY/JPk6/IGQnbvfVueTiD1r/MMLHRR4mmdFALgxikDKXS3XGd35ZA48pbkBzPbMI27FLM59QOKPZJVAkf/Nvm6zAIoGZWe84jdkjqYwuyHweqEsonw9YPS+iSE6LAuHTwddthhrFjRshvWypUr6dOnz34qkUinYo+D566ezMhSz45lNrOJHx/Zn/MnllPodvDf6w6mb15zwJNpM/PXM4Yzvk+KjIs5feGS18C1U+rvzHyV8St3P7fsWGww+ccqwDPvlCa6bBJc+ppKqS5ECiUeJy9cO5nhvZpvhu0WEzdNGcBZY0sxm1pns9PzhxA58wlw7lRfPGVEL3kTstPYnUvTVDbLKb8Hy05BXOEwuOI9lXVPiP0lEYcFz8KgE2DUBVC/DtZ9sb9LJYTopjTDSDW6fv+bO3cuhx56KLfddhvnn38+c+bM4dprr+XRRx/lkksuadcxfD4fHo8Hr9crT+C6qLpAhNrGKOFYAk+GjQKXDedO8zhV+cLUBaLEEjq5mTYK3XasbT0xNwzwb1VjMAwdMvLVk3FTF3lWEA2qOZ7C9aorX2Y+ZOTt71J1Cql/6VfbGKEuoOpLdoaNgiw7Dmvq+hCPx0h4t6IFa9Q8T85c7LmdFMzEw2qOp1CdCqIy8sFV0DnnEu0idRDY+j08ciSceDcUDoeXL4VJP4apv9/fJRNCdENdep6niRMn8sYbb3DLLbfwl7/8hX79+vH3v/+93YGT6B5yM+3kJpuzabtCt6NVl6Q2aRq4e6mfrsiWAbl9gb77uSCiO8pz2Vt3WW2DxWLFktcb8vZBt1CLA3L6qB8huopNc8BkgbxB6vpQcBBs+nZ/l0oI0U116eAJ4NRTT+XUU0/d38UQQgghRHe0cbYaV2rZ/tChcKialywRB3OXvw0SQnQxXaQfkxBCCCFEJ9g8BwqGNP+/cBjEglC1dP+VSQjRbUnwJIQQQoieKRqEho2Q0695WXZf9Vq9fL8USQjRvUnwJIQQQoieqXa1enWXNi+zZahkJtVtTKouhBApSPAkhBBCiJ6pdpV63TVdvqcMaiR4EkLsOQmehBBCCNEz1axS85zZs1ou95RJy5MQokMkeBJCCCFEz1SzsmWXvSaecqhbB4nYvi+TEKJbk+BJCCGEED1TyuCpDPQY1G/Y92USQnRrEjwJIYQQomeq3wBZxa2XNy1rWL9PiyOE6P4keBJCCCFEzxP2QcQHmYWt12Xkg2ZWacyFEGIPSPAkhBBCiJ7Hu1m9upIETyYzZOZL8CSE2GMSPAkhhBCi5/FuUq+ZBcnXuwoleBJC7DEJnoQQQgjR8zRsVC1Mzpzk6zMleBJC7DkJnoQQQgjR83g3qQDJZE6+XlqehBAdIMGTEEIIIXqehk2pu+wBuIqgsRJi4X1XJiFEtyfBkxBCCCF6Hu8mlRQilaYsfL4t+6Y8QogeQYInIYQQQvQ8/q0qJXkqGXnq1Vexb8ojhOgRJHgSQgghRM9iGNBYlTpZBDQHT/6t+6ZMQogeQYInIYQQQvQsoXpIRJsDpGSsDrC5pOVJCLFHJHgSQgghRM/S1JqUkdv2dhl50vIkhNgjEjwJIYQQomdpCoicuwuecqXlSQixRyR4EkIIIUTP4t+mXtsa8wTgzJPgSQixRyR4EkIIIUTP4t8KDg+YrW1vl5EHfgmehBDtJ8GTEEIIIXoWf2XbySKaZOSprHy63vllEkL0CBI8CSGEEKJn8W8FR/but8vIBT0OwdpOL5IQomeQ4EkIIYQQPUtj5e7HO0HzNo2VnVseIUSPIcGTEEIIIXqWxipwZu9+ux3B07ZOLY4QoueQ4EkIIYQQPUuwpn3d9nYET1WdWhwhRM8hwZMQQggheo5oEKKB9gVPZivYs6TbnhCi3SR4EntHj0M8mt5jGgbEI+p1u4RuEIknIBGHRCy952uveAT0xP45t+ga4pGOZ+XSdbX//hINQTxKXNeJxiWzmOjBAttbkdrTbQ9U65O0PAkh2smyvwuwO3/+85+57bbbWiwbMmQIy5cv308lEgAEaqB2Ncx9AqJ+GHk+9J4M7tKOHzMWBu8mWPg8VC6Bsonow89hg56Pr66S8vgGrEufw6THYOxl0Gs0ZJWk7z2l0rARVn0MKz8EdxlMuBJy+oLD3fnnFvufnlCfgSWvw8bZUHAQjL0UsnuD1bn7/SON4N0I856GurXQ/2g46FS1v6Z1evGpWw8V82HRKxgWB/7hP2J5vBcNmoexvbMp9rTjPQjRnQRq1Gt7Wp5ABU9+GfMkhGifLh88AQwfPpxPPvlkx/8tlm5R7J4rWAuf3wHfPdm8bMUHkD8YfvQmeDoQQCXisOFreOE81ZoFsOojTLPup+Si1yld+Tq2+Y81b7/8PSibBOc/A+5ODKBq18CTJ0CgunnZvCfhpHthzMVgd3XeuUXXsO0HmHaK6gYEsOoj+OZBuPAFGHAsWNqYhDMWghXvwxvXNbekrvoIZv4fXPkBFA3r3LLXr4dXLoetCwHQgJwlrzN2yFl8WP5zLntyJU9fNYkSCaBET9K4hy1PjmzptieEaLdu0W3PYrFQXFy84yc/P39/F+nAVreuZeDUpGalWt6RbnX+rfDqlc2BU5NYCMfb12PrleQmc/McWPnBnp+rvcI++PC3LQOnJh/+Wi62BwJ/Jbx2TXPg1MTQ1fLdZehqrIS3bmjRBRWAcAO8/VMI1qW1uC3oOix+fUfgtDPHijeY7KqkPhDjv3M3kUhINz7RgwSqAA3s7ewd4MyR73MhRLt1i+Bp1apV9OrVi/79+3PJJZewcePGlNtGIhF8Pl+LH5Fm859pY93TyYON3Wncpm4ok2nYAJkFydfNeaxj52uPUB2s/jj5OsOA9bM657zdWI+rf6E61T01mWij6s7XlsolqR8mbPmucyfm9G6Chc+lXF247BmOGZzNi3M2UtOY5nGLYr/pcXWwIwLV4PCAydy+7Z056kGJEEK0Q5cPniZPnsy0adP48MMPefjhh1m3bh1HHHEEfr8/6fZ33XUXHo9nx095efk+LnEPZxitn8LvrKMD4nfXWrXrk/sd5wunXre3DL3tY8dCnXPebqzH1b/dJQhJ7ObzHgu3vd7ozBYfo836aE6EsJshEtfppBok9oMeVwc7orG6/eOdQHXvi/p3X1+FEIJuEDyddNJJnHfeeYwaNYoTTjiB999/n4aGBl5++eWk299yyy14vd4dP5s2bdrHJe7hNA1GX5h6/UGntr+f+c7cpWC2JV/nzAE9RXA1/Bxw5u75+drD7oaS0anX9zuic87bjfW4+ufMSd3qabJAbv+29y8ZlXpdTr89u8HbU5mFMOTklKurB5zLrPUBThxeTHZGG+O2RLfS4+pgRwSqwelp//ZN9bCzejEIIXqULh887So7O5vBgwezenXyrjR2ux23293iR6RZ8UgondB6ud0NR/4SrBl7fkxXIRzzp6Sr4sffBSs+TLJPEYy/DMydlEAkMx9OuV/dJO9q1IX7JtNfN9Pj6l9WifoMJHPUb1MHVk1chXDwDa2XayY49QHIKtr7MqZiy4DJP1af413o+UNZlzmK6sYw1x81AIe1nd2bRJfX4+pgRwRq2j/eCXYKniRduRBi97pd2rrGxkbWrFnDj370o/1dlANXVjFc8BwsfhXmPq668Q05BQ6/GbL7duyYVieMvQQKD4LP71RZwgqGkpjye1bRB9vocRS6+pK19AXQ4xjDz0Gb/GOV7rkzFY+EH38BM+6GDV+pm+XD/gcGToWMTmrxEl2HyQQDpsLVH8Nnf1VjmLJ7q8CpfBLYMtve3+GBI/4XyifDl38DXwWUjoMpt6rslJ0tbyBcOR1m/1tlqDTb8I+4hC29z+KjVTpv33Q4fXI78LBDiK4sWA25A9q/fVNviaYU50II0QbNMDprwEh6/PKXv+S0006jT58+VFRU8Kc//YmFCxeydOlSCgp289QX8Pl8eDwevF7vgfkErjPpuurmYCRU1zmrIz3HDdapsUzWjB0XtZrGCCZDJytRj9WkQUYeWFJ08+sMkUaI+FUrlGv3nzuh9Kj6F2qAWBAsjo4FzoEaSETB5tr3c4RFAhCowtDMNFgLiCQ0cjKt2C3S4tTT9ag62F73DoKBx6rpJNpDj8OzZ8IZ/1ZzuAkhRBu6fMvT5s2bueiii6itraWgoIDDDz+c2bNntytwEp3MZOqcbkdJbkzzXfbt/9pP89HYXTKn04HOmd2x8XxNknSf22fsmWDvp+Z52n+lEKLzGYbKkunYgzFPJovq5tco3faEELvX5YOnl156aX8XQQghhBDdQbhBtSTtSfAEatyTdNsTQrRDt0sYIYQQQgiRVNPE03vaNdbpkYQRQoh2keBJCCGEED1DU+vRnmTbA7B71PxQQgixGxI8CSGEEKJnCG4Pnva0254zGwKVaS+OEKLnkeBJCCGEED1DR1ueHNLyJIRoHwmehBBCCNEzBLdPkGvawzT8jmyVpU/XO6VYQoieQ4InIYQQQvQMwbqOzaPm8IChQ6g+/WUSQvQoEjwJIYQQomcI1u55lz1oHiMVlHTlQoi2SfAkhBBCiJ6hw8FTtnoNyLgnIUTbJHgSQgghRM8QqAF71p7v59ze8iTBkxBiNyR4EkIIIUTPEOrgmCdrJpgszdn6hBAiBQmehBBCCNEzBOs61vKkaarrngRPQojdkOBJCCGEEN1fIgYRX8fGPIFqsZJue0KI3ZDgSQghhBDdX1Oa8Q4HTx4JnoQQuyXBkxBCCCG6v2Cteu3ImCfYHjxJtz0hRNskeBJCCCFE9xesU68dbXmyeyBQlb7yCCF6JAmehBBCCNH9NbU8dSRhBKh05dLyJITYDQmehBBCCNH9heoADWyuju1v90C4ARLxdJZKCNHDSPAkhBBCiO4vWKtanUzmju3vyG4+jhBCpCDBkxBCCCG6v2Bdx8c7QXOiiaB03RNCpCbBkxBCCCG6v2AdODo43gmaW55k3JMQog0SPAkhhBCi+wvVgm1vgiePepW5noQQbZDgSQghhBDdX7Cu45n2AKxOMNtkzJMQok0SPAkhhBCi+9vb4EnTtk+UKy1PQojUJHgSQgghRPcX2suEEaDGPcmYJyFEGyR4EkIIIUT3pusQ9u5dyxOo/SXbnhCiDRI8CSGEEKJ7CzeAoe998OTwQKN02xNCpCbBkxBCCCG6t1C9et3rbnsy5kkI0TYJnoQQQgjRvQXr1OtetzxlS7c9IUSbLPu7AHvi7rvv5pZbbuHmm2/m73//+/4uTs8TDaoUrUZCPb3TTBCPQMQHegIsNnCXbb+wmDFijRiJGJht6DY3lpgfLA7IKlb7BatBM5OIxzAScTSTiQZTNsG4iRxzmEzdj2YygdUF8ZDax2oHVzFY7M3lMgyC/nrqIxq6AS4b5GQ4IOKFWEhtY7apV1cxmM0A6CEvsUAdhgEhswvD5ibTYcFuMbd83/5toMfVj2EABlgyIBFVvwuTBTLzVRrbnYRjCWobIyQMcNnN5GbaabdADYQa1LnsHsgq3JO/lNgfateoz4TJCu5SsDnV3zAapDqRQSgOFpNBgT2B1ZWnMncBgUiceDREVrSaRCJB1OSg0ZKDxxrHkZmtjh0PQ2M1iUScuNmBORFB1xOETZkkzE5y7Kh6ZyTA5gJ3LzXGo3EbJGLqM6rH1bHsboj6Vd0wW8FTTlUgQTASJcNikKPXoelxoiYHemYRLsf2upOINx/P6lT1uEljpfp+MFshs1B9F+zMt1W9B7MNnLkty5qZ377fr3/b9jLbwFUE5jRdniJ+1SphGOrG2OlJz3FF1xJKV/DkUWOnEjH1eRdCiF10m+Bp7ty5PPLII4waNWp/F6Vnqt8An98BS15XF43SCXDinbBlPnz6F4gF4fR/QTQARcNg8zy0bx5EC9ZCVgmmw34OvSfD2z+DMx+CuU+CMxs8pZi//hfUrweHh4yx15I59mKsH/wObfV0de4Bx8KhP4Xpt0DdWhhzKRz+P+AphWAdmxoi3Pf5Rt5dUktcNxhbns1tJ/fnoPl/xbboeXWxG3splE2C2tUw/nLigTq0j/+AffVHAFj7HU3g6L9S4eiD3WalV7YTgvWwbgZsWwS5/WDWA+oG2eaCcZfDwKnw0iWAAaMugqN+BZ4yALY0hPjnJyt5Y0EF0YTOiFI3fz5tOMNLPTit5ta/3yaJONStgc/+CiveV0Fp+WQ48S4oGtn6plTsf/UbYO3n8MW94N0MzhyY9GMYczH+pTP4Nuso7vhoJetqAmTazFw6voCrJoUo8mSyIWSnIFFF1vfTMH33JKaID2tOP8KH3srXlpEcVBqnlz2CMesBtHVfYD7xLszfPQkrPwA9gXnIaRjH/AH9k3sxLX1DBUhlE+D4O1Ww8vmd6nM5+2FY86kKEPofDYf9HD75E3FnPiuPfJC/fLSBa8a6mOSbjnXevyFYh8Xdi/ARv8Xf/0ScNjOWeY+r44QbILsPHPsn6HM4bPtB1c2aVWDLhPFXwiE3gbtEPe1f/Yn6jvBuUr+bCVdDwWB48ydQOAxO+j8oGa32TSZUD2u/gE/+uON7gkk/holXtwzgOqJmNXx0K6yarsbD9DsaTrob8geDqY16KrqfppYnx15223Nmbz9e7d5//oQQPZJmGIaxvwuxO42NjYwbN46HHnqI22+/nTFjxrS75cnn8+HxePB6vbjde/ml2lN5N8NTJ0PDhpbLTRa46EV4/ToYeCxkFqinyv4K+O7J1sc54pcw4hx4/Rp1AzTkZHXjsqvBJ0CvsTDj7uZlDg+c+xQ8f666ySkZAxe/TEVDgPNfWM/m+lCLQ1hMGu9c3o+hb5yobvYABp8IJaNJDDsL87STmvvAN7FnUXvpJ3xT6+bQgTnkrnoN5jwG46+Ad3/eupx9DoMhJzW/h4KD4Edvss3I4ZLHZ7OmOtDy16XB6z85lDG9c1ofq0nNanjmNPBVtFxutsF1n0PRiNT7dkPdvv6FffDdE/DJn1uvG3k+saNvZdC9i1utOqyfhzvPGEqssZYBs3+Ptj2I31ndCQ9y+4bh/GZUgKKXT1V17Z2fq1aeJuc/oz5/DRtb7my2wpXTIRaAly9r/Vm3ueDC51mjF3PytHVcMymfm+LP4vzh6VblCB31R/wjL6fwP8NVQNakaDgc8St49YrW773PoXD+s7D4Nfjg163XDz8LsnvDV/9QLXBXTlcPV3al6/DDSyrQ2tVBp6oHNhm5rde1R/0GeOzo5pvqJrZM+PGXkDegY8ftZrp9HWyvbx5SQfwlr+zdcapXwPv/C9fPguKR6SmbEKJH6RZjnm688UZOOeUUjj322P1dlJ5p05zWgROop9zf/gdGX6RuhuY+roKoedOSH2f2v9Vr3TrVcjPrgeTbrZyugifTTg2fYS+s/FAdH2DrQoj4+W6jr1XgBBDXDf72VQP+0VftdNwPYcAxsPSt1jeTABE/joVPMaY0A3OgEj7+A0y4Er68L3k5N3wFOX2bu+tVL4e61Syt8LYKnAB0A25/fxkNwWjy48XCsOqj1oETqO5gM++FSGPyfcX+0ViZ+vOx6GUs8dafAwBv1OCrdV76OgJJAyeA3K/+wjmDLawKe9TntnJJy8ApfzD4trQOnEC1Ds+8R3UbTPZZjzYSqt/GQ98FiMR1zh1ix7nomaTlcH79NzITPkLDLmy5YsJV8Omfk+7Dhq9V19PPbk++fskb0PdwFTgZBnz4WwjUtt7Ov1XVw2SWv6u6EXaErqvAbtfACVTr+bf/Ud2ERc8R2ssJcps0tTxJ0gghRApdPnh66aWXmD9/PnfddVe7to9EIvh8vhY/og2GAcveTr1+wzdQPGL7eApDXaAMPfm2sZC64GT3VgFHMMnNUpO6teDaZZzPxtlQ3NwtU49HmL4+nvIQs9d7aSya2HJhtBFziptVgMyNn6NFfcQDXnVj5chW3Y1SqVoKnvLm/1ev4rPlVSk3n7ehnmA0kXxlxK+6CaayYVbyG+FupMfVv3CD+rulUreW0aWtn+YPK/GwrjaMtu371Ps2VlFoi/DFhigMmAIbv2m5vnikqhOpbPiqzaL7cPHV2gYcVhOO0Nbt4/mSiAXRg/X4yw5vuTyzQHWjSyVYo8ZDpixAhapfABXzVSvZriK+tickrVyWel1bon71MCWVNZ+pBzY9UI+rg+0VTFPwZN8+Jk4myhVCpNClg6dNmzZx88038/zzz+NwONq1z1133YXH49nxU15evvudDmSaBlm9Uq/PyFVPas1WFUDZMto+ntUJ0caWrUrJOLLVAPRW52q+UTWZLRRlaCkPkZ1hwxzd5cbAbMfIaGOAujMXzWzDZLU1naTtsQ/O7e+/id1FkTv1Z9HtsGLSUpTZbANnXhvnyknfIPn9pMfVP4uz7fXObCq84VaLA5E4ZhOQUZB6X01DN9kozNRUC5Jzl+5pEX/rZTvLyE39IAOwGFFyMq3EEgaGzdXm29CsDizhXQN3re16bN3Nd4Hd3ZzQxZ6VvJ6Z7TsSayTV0S57Zhu0+T2Q05xkpofpcXWwvdLV8mR1qHovLU9CiBS6dPA0b948qqqqGDduHBaLBYvFwsyZM/nnP/+JxWIhkWj9hP+WW27B6/Xu+Nm0qY1WBaGMvST1ujEXq+4vDRshb6C6GXKXJt+2aIS6KfFVwKZv1cD1ZOxudePVNFapycjzYOn2VjCTGcx2zh+e+mJ4zYRsChY/0bzA4YGon8TkJOMntqsZcwO1cQdaZj70nwJrPldjs5KxOFTSCt8W9X9Ng15jOWlkScr7vSsP7UuBK8VNmdMD436UsmxMvgGySlKv7wZ6XP2zu6F0fPJ1mfkYrmKqG1t30/xmTQ3HD80nkjNQjT9KIt7/OD5YF+eYvjaY8ygMPb3lButmqvGBqUy4urllJ4k8p4nrJuaS0A3WhlypB7+XjCZq85C76PGWy1d/3LpMTcw2yMhTyU6SychT2faaxlBNuFpl6Uu2Xf+pyY9hd6vvnI6wOuGQG1OvP+znzd2zepgeVwfbK10tT7B9ridpeRJCJNelg6djjjmGRYsWsXDhwh0/EyZM4JJLLmHhwoWYza2fZNrtdtxud4sfsRuecjjp3tbLB0yFgqGq69DX/4IT7oIv/gbnTVMXl525CtXg7uXvw8l/g3lPw6E/U1m7dmZ1op/9OHz9j5bLx1yiuvn5t6rA6dxpkFVEr1wXfz6+rFXRjh6YzSmFtWib5+w4Lqf/C776B5bschIHt75xCo68FFPZePyROHZXDpz6AKz/SiWMyB/UcmOzTR3vm+3juDQNznwE3CWUeBzce+7oVgHUpL65XDS5N2ZzG9Uquw8c9dvWy4ecBIOPT71fN9Hj6l9Obzjj3yo1+M5sLrjgefxkMKCgZRY5m9nEP04vp69bY06tk8T5z6lAvMVx+7Fx8p8Z3CuXImtIdWnbPBcOu7l5m3gEVn2EccyfWpdrwFQ1PnDzHDU2aVcjzwN/BYfbVnHaiEL+NKOebac83XoC0axiQqc/imF2QsMuN9kbZ8PUW9V3wM7MVpXcIqsEzny49cMUWyac9g+Y9Xf1/7JJMPn65GmfnR449X41tnBnVidc/N+9e5hQOFQFSbsac2nqoK8H6HF1sL2CtWkOnqTlSQiRXLfItrezo48+WrLtdYZIowpcVn+iugv1n6KeCieisP4L8FbAoOMgqwj82zAy8mDr91C1XI2JKh6FUbUUk9mmxi0lorBpNkZOP9XCtGU+enY/AsUTqAjb6GP1YVv3EWYNGHgcJBJqgLinVLVYuXvtSNTQ2FBDVUBn5qpq/FE4anABZVlm8uoXqhu87HJ1oxSqh/wh4C7FiPiJeyswVn5EIpFAH3gc0YwiIlY3HqcNp217dyRfhUrBbLKqeaO2zFc3g+WTVHe91R+rsR8Dpqo5pOzqRjkYiVPpj/DlqmrqA1GOGFRA79wM8rPaMdeTb6u60K+crua3GnSCOqenje6T3VSPqX+1a6Bysfp85A9Sn4+MQvBVUBmzszroZO76ekqzLEzul0NxhoHNU4QvFCMSCpATr0LbPAejfgOh4gk0ugcSd+SSZ9PJyHCCfxv6mhmqzuX0hXUziUdChPtORcsqIkMPYl71gaqbg45X9cRAJVbBBO5ile4bXSWf0BOw7F3I6UtNv5PZGjSzeEsDx5XGyK5fhKlmBYmi0cSLRhLJKCbbblYtrJu+Ve+1bAIUDlefSf9WVUfWf63O2/dwVT+b5mLzbmn+3eQNUMlgti2GmhWqLuf2bz2+cVe+CqhappLX5PaD3oeoOrG33VhD9eCvVKnK9bj63blLO94dsBvqMXVwd+4fCn2PgLFttO6316d/UZ+Ri/+798cSQvQ4EjwJITqN1D8h9q8Dpg7eUaxaFYedsffH+uof6gHXdZ/v/bGEED1OtxudPmPGjP1dBCGEEEJ0FbGwGo+bzm571cvTcywhRI/Tpcc8CSGEEEK0KbR9Pq90BU/OHDXmqXt1zBFC7CMSPAkhhBCi+wqmOXhyZKtMkdHkk2ALIQ5snR48RaNRVqxYQTyeerJTIYQQQogOSXvLU7Z6DaSeEF0IceDqtOApGAxy9dVXk5GRwfDhw9m4cSMAP/3pT7n77rs767RCCCGEOJDsaHlKU0KMpqk4GiVduRCitU4Lnm655Ra+//57ZsyYgcPRPMfJsccey3//K+k/hRBCCJEGoTpAU3OMpYMzR73KXE9CiCQ6Ldvem2++yX//+18OPvhgtJ1mEx0+fDhr1qzprNMKIYQQ4kASrFOtTlqangfbs9SxpNueECKJTmt5qq6uprCw9cSIgUCgRTAlhBBCCNFhoXpwpGm8E6jAyeGRbntCiKQ6LXiaMGEC77333o7/NwVMjz/+OIccckhnnVYIIYQQB5JgXfqSRTRx5kjLkxAiqU7rtnfnnXdy0kknsXTpUuLxOP/4xz9YunQpX3/9NTNnzuys0wohhBDiQBKqBVuagyeHBxoleBJCtNZpLU+HH344CxcuJB6PM3LkSD766CMKCwv55ptvGD9+fGedVgghhBAHks5oeXJkS/AkhEiq01qeAAYMGMBjjz3WmacQQgghxIEsWAfu0jY3CccNnlocZVWdzvVjbAzONbd9TGcO1K9PXxmFED1Gp7U8TZ06ldtuu63V8vr6eqZOndpZpxVCCCHEgSRU1+YcT4ZhcOuXIe6fG+GLzXFOfz3AmoZE28d05kBjZZoLKoToCToteJoxYwYPPvggZ555JoFAYMfyaDQqY56EEEIIsfd0HcLeNrvtfbE5wasr41w9ysbfjnbgsWvc+mUYwzBSH9eZA7EgRBo7odBCiO6s04IngE8++YRt27Zx8MEHs379+s48lRBCCCEONOEGMHRwpG55euz7CAOyTRxZZsZu0bh0uJVvKhLMr2yj9cmZq16l9UkIsYtODZ5KSkqYOXMmI0eOZOLEicyYMaMzTyeEEEKIA0mwTr2maHlaXZ9g1pYEJ/W37JgyZVyRmcIMjReXxVIf15mjXiV4EkLsotOCp6YvKbvdzgsvvMDNN9/MiSeeyEMPPdRZpxRCCCHEgSTUFDwlb3l6f20cpwUmFTcniDBpGlN6W3h3TYxALEXXPQmehBApdFrwtGtf4ltvvZXnn3+e++67r7NOKYQQQogDyW5anj5YF2NsoRmrWWux/OBeZsIJmLU5nvy4tkww2yRduRCilU4LntatW0d+fn6LZeeccw6zZ8/mySef7KzTCiGEEOJAEUodPG326yyr1ZlQ0joteXGmiTKXxicbUgRPmqZan/zb0llaIUQP0GnzPPXp0yfp8hEjRjBixIjOOq0QQgghDhTBOrA6VSvRLr7eEkcDRhUkn9NpbJGZzzbE0Q0Dk6a13kDSlQshkkhr8HT22Wczbdo03G43Z599dpvbvv766+k8tRBCCCEONMFasHuSrppdkaCfRyPTmiQwAkYVmnlnTZyVdToH5SUJsKTlSQiRRFqDJ4/HsyNRhMeT/MtMCCGEECItgrVJ05QbhsHXFXHGFSVvdQIYlG3CYoLZWxPJg6eMPKhdnc7SCiF6gLQGT0899dSOfz/00EPouk5mZiYA69ev580332To0KGccMIJ6TytEEIIIQ5EwVqwuVot3uQ32BYwGJaXemi33aIxKNvE7C1xrhjRutsfGbmwXlqehBAtdVrCiDPOOINnn30WgIaGBg4++GDuu+8+zjzzTB5++OHOOq0QQgghDhTBuqQtTwuq1AS4g3JStzwBDM0zMXtrolWGYEC1PIUbIBZKR0mFED1EpwVP8+fP54gjjgDg1VdfpaioiA0bNvDMM8/wz3/+s7NOK4QQQogDRbAm6RxPCysTFGdquO3Jxzs1GZxrpiFisN6nt17pzFOv/q3pKKkQoofotOApGAySlaVSh3700UecffbZmEwmDj74YDZs2NBZpxVCCCHEgSJYlzx4qorTP3v3tzgDtm+zoDLRemVGU/AkXfeEEM06LXgaOHAgb775Jps2bWL69Okcf/zxAFRVVeF2J58JXAghhBCiXQwDQvWtuu1FEwZLanQGtiN4ctk0Sl1aiuApV736KtJRWiFED9FpwdMf//hHfvnLX9K3b18mT57MIYccAqhWqLFjx3bWaYUQQghxIAh7wUi0anlaVa8T1ZtblXZnYI6J+cmCJ2sGWJzS8iSEaKHTJsk999xzOfzww9m6dSujR4/esfyYY47hrLPO6qzTCiGEEOJAEKxVr7sET0tqEmhAb3f7gqcB2SZmbY4Rjhs4LDuNkdI01XVPxjwJIXbSacETQHFxMcXFxS2WTZo0qTNPKYQQQogDQbBOve7SbW9prU6JS2sZCLWhf7aJhAHL63TGFO6SnS8zD3xb0lFaIUQP0anBUzo8/PDDPPzww6xfvx6A4cOH88c//pGTTjpp/xasC6mp97LNH2VTbSMl2RmUeBwU5bZzkuKwj4S/Er1qOXGzk0ROf2rIxmS24IjWE7a4sce8uGPVWHybIaccI7MIW7CGBt1GjaWI1dVBsjNs9M5xUJRpwRxtgLBPTS6oaVBwEGBAzSowdOL5w6hMZFETjDPEFcJavwqzBhQMo8qUxzZfBKIBBrsiWOtWYDaZIG8gBGogGoDcfhANQv06yO0PWcWQmd/m29zmDbOlIUSVL0yfvEwK3XbyXXYINUCgGqqXq6eXuf0hqwTMe1Y1ahojVPrCVNSHGJefwBOvweLdoMrmKQN3r/YdKBFXTznr1kLEDwVDILMAnNl7VB7RPlW+MFu9YSoaQpTmOClx29HjUTbXB6nyhelb4KYky4ZD92NqrESvW4fm7gVZxdi968DqBGcu1aY8tjTCVm+YgXl2+lobsPo2QMQHpRMIxw0032Z0fyXm/AFEHAXMr9QpzzIotwXQalYQt7gIZ/WhwZyH02JQFNsMaMQzijBFvWi1qyHaCEUjiNs8WLNLWr2f+mCUan+ENVWN5LpslOdkUOzQMQUroWo5mG2QPwhcRWB17P4X5Nuqbhx9FZDTR9UNV2GLTZo++xtrgxS5HfTKcVLsbsexu4OQFwJVUL0C7C71/eAqAYt1f5dMAIS2B0/2rBaLl9Qk6NPOVieA8iwTZg0WVSdaB08ZBdCwaW9LKoToQbp88FRWVsbdd9/NoEGDMAyDp59+mjPOOIMFCxYwfPjw/V28/W5zjY8fv/A9Syr8O5b1ycvg6cvG0rcou+2dA9XoX9yPec7DmA0DK4A1g+jJj7AlZxIfb4pz7IAIRW+cBzUrm/crHErsvOe567M6/rvg2x2LPU4r7107nNINb6F98idIxNQKkwUO/x9IROGrf2DRTOSfPY18XwX2T28FPQ7OHDad/TZXv7uOMw/K5BL7lzhm/RX07f3QzVaY+geoXw8LX4Djb4dNs2HRq9D3cDj7sZQByqpKP5c/OYcKb3jHsvF9svnXBaPo9dVtMO/J5o3tbrjweeh9sLrRbIeKhhA3vjCf5Vv9vHFpH7LfuglzxXfNG3jK4dLXVCDUlngUNnwNL1+qAqcm4y5X791V0K7yiPbZUBvgqmlzWVMd2LFsSFEWfzxtGDc8vwhvKEafXCcfXz0A82tXYq6Y17xzdh9iF7yI9b2bMQwd/9SHufjpdQwtyuShKQbWdy5TA9kHHEMsuz+Ol85vMW7C1OdwJp32MMbXD2Kd/wigvowdNhfxkx/nlZrenDa2D0WJKiybvkZ783qIBdXOmoZlwjUkDr0Zc075jmNW+cL8/s3FfLy0cseynAwr0y4ZyohPrsK8dYFaaLHDGQ/B4BNVQJBKzWp4/hxV55qUjIELnoNsdd6KhhA3PD+PhZu8OzYpy3Ey7cpJDCxs49jdQWM1fH5ny+8Hm0u9/z6Hqt+j2L8CNep1p257umGwtDbBaQPaH+DazBq93RqLa5KMe8rMh8rFe1tSIUQP0mkJI9LltNNO4+STT2bQoEEMHjyYO+64A5fLxezZs/d30fY7r6+RX72+uEXgBLChNsg1z39PVX1Dm/sbaz7H9O1DKmNRk1iQ3HeuIDtWSUl2Bqu31kE80nLHqmVY37qOkQUtn9AldANzwwa06b9rDpxABUdf3AvFo9SFyOHBbjKwf/xbtQ6oO/i3/OwjP3WBKGeXevF88efmwAnU8T7+IwyYqgKpD34FI89TAc76WfDJnyESYFfbvGGueGpui8AJYN6GBm5/bzl+8y43eBEfPHcOeNvXTcMfjvHnt5ewYGMD107OZ8B3t7UMnAC8m+D589RT/Lb4NsML57YMnADmPw1L32r5dxJ7paYxwk+em98icAJYUennvo9WctXh/QB46sJBmD/4ZcvACaBhA9aXLyF8wr1oW+bR+5s/8OPJ+dw+NYeiNy5QgRMQOeYvWF88t9WAc8uGWVhm3om5dHTL40YbyX/7Uk4sT/Dy/AosRhTttSubAycAw0Cb+xim9TObd4sneHzWuhaBE0B9MMalzyxl6+F3NS+MR+D1a6ChjSkj/JXw4vktAyeArQvhnZsh1IA/HONPby9uETgBbK4PccVTc6j0taxz3YphwPJ3WgZOoFr+Xjiv3d8PopMFa1RAa24OlDb7DQIx6OPZs9ubvh4TP1QnC54KoLFSPdwSQgi6QfC0s0QiwUsvvUQgENiRvW9XkUgEn8/X4qenqgnG+GZtfdJ1q6saqQnEU+/cWIX2xb3J1+kJcta8icNq4tnv/TSMvKr1Npu/4/BdGnpOG55L/qJHU59z4fMw4hwYdiZ8/2KLVbVFh7JgUwMXjMqhYMG/Uh9j0atw0Knq5mbZuzDoOLV88Wuq+90uKhpCbGlIPjv8h0urqO17eusViSis/jh1GXYud2OUj5epG9ZTB1ixrv4w+YYNG3bfb37Fhy2Dzp3Nuq9bZHzqLvWvtjHC0q3JyzZ/Yz3De6kn2aX2EOY1KT4L9esw6TGwOLCs+YgzhmSSX7+gOdDxlKvWi8aqpLtbl7yC1mtM6xV6nNxN0ynxOFU90ZPc0AHa1/8kXrcegGp/lOdmJw+G/JE4S/xO1X20iWHA3CdUN9FkGiuhdk3ydWs+hUANNY1RPlmW/L1trg+xzduNg6fGSvjy/uTrEjFY/u6+Lc8e6C51MC0CNeBo2UV9RZ2qL72z2jfeqUlfj0ll6Uvs8pAqswAwwC/pyoUQSrcInhYtWoTL5cJut3P99dfzxhtvMGzYsKTb3nXXXXg8nh0/5eXlSbfrCYKRNoIjwBeMpF6px9u8mXf51hCKxgnHdSKZybvDWRPBFv/vlalh9W1MfU7vJsjITzoAN7A9ZujlArN/c9vHaBrf5Nuijtf0fmLBVptXN6b+HegGhBIpqkDNqtRl2EkoltjRIGRJhNpuHUoS3LU858rU63wVKiVvF9dd6l/jbupONK5v/0egzb+p3lijbq4MA5sWx+5b37zSU4rubeOzrMcxUjzNzvSupshlQ9u15Wdn3s2YtgdW0YROMJr687HRG2+e8LNJ3RpIpKgfTVnMUokFCEUTbX7ca9qoe12enlAtwam0VVf3s+5SB9MiyQS5K+t0Mq2Q49jD4MltIq6rNOctNHWXltZGIcR23SJ4GjJkCAsXLuTbb7/lJz/5CZdffjlLly5Nuu0tt9yC1+vd8bNpU88d6OnJsGIxpb5A5Gc5U+9sdWIUj0q5uq7wYFx2K/kZZjLrkvT31kyEzbtmOEoQKJ6Y+pzFo9QNW906KB7ZYlW2NYFJgyU1OpGicW0fo+mJePFIdTxQA4Z3GTQM0Ds3I+WhHFYTLi3F0/E+h6Uuw05cdgt2i6pGATLA0sZA+ew+bR+s7+Gp1xWN6BZjLLpL/cvJSD2ezaSBbfvf1LC72/y9m7JLVYIPix1/3EywYKc57KqWYy4YnLoQdneL7kY7ayg6hJXVAYzyySl3N4pHopvV581pNVGYlbqcIwpt0LDLg40+h6k5bJJpK8GJ2QZ2D1mO5s9+MmU5bXz/dHUWu/quSaXvEfuuLHuou9TBtAhWg6Pl9/7yugTlWSY0bc+Cp95uExrqOtZCRlPw1EYwLYQ4oHSL4MlmszFw4EDGjx/PXXfdxejRo/nHP/6RdFu73Y7b7W7x01Plu+xcNL51xi2A4w7KIz+zjXwgzhw45k8p13nLjmabL8KPJxfg+uHpVpskRl7AaytbPjX/eHkt3mGXJg8gTBYYc7Eau7PsHdV9b6eEDPlrX+esUfm8vqiWmtHXq+13ZXHA0NNg1Ueqn3u/I2HDV2rdYT9Xme12Uei2M6lfbtK3ee1hfSha+lTrFa4iKJuQdJ9kx28aHzPthxCBcdcl37DvEa2ylLVSPnl7F5EkjvtL6nVdSHepf3kuOyePbP15AThtdC9mrlCthAtrLUTHXZN0u0S/o9FDPtDjBMdewxMLGtlg6QPZvdUG4QYMzUKiJPmk4JFDfo55RZLuXxl5bMudQKHLoZI6OHOSv4kpt2LJKQWgyO3gf49PHqj1zcugv7F5xzgsQNWfkeeBKcUlILMABh6bfN2EqyGrkIIsO1ce1jfpJocOyKOgjWCuy8vMh2NvS72uz6H7tjx7oLvUwbQI1IC9Zbe95XU6ZVl7fmvjsGiUuDSW1uzS8mR1qHN42+hVIYQ4oHSL4GlXuq4TiXTjLiFpkuF08rOpA7jm0LIdT4AtJo3zxhZz++nDyN7NRVMrHol+/vMq/XCTXmOpOe9NGqzFFLltWC0WwoNPb35CbrYRn3AN8cP+l97ZVrIzmp+cT+qXq57EX/Ac5O90I5fbH859CmY/DLEQuIrw6k68578OeQMAcH33EL8ZE+eC8aXc8U2YqrNeVvs1yR8M5zwOX/5NpT4/53H47HawZsKU36uMdEme4udl2vnHBWM4dVQJTY10TquZn00dyOWH9MY25LiWac7LD4Yr3m85PqQNdouZqw/vx01TBvD+8jq+zj+fwOSfqxTWACazChTPfmS36dTJLocr34eyneZCyyyAsx+H0vYFc6J9PE4rfzptOBdOLMdqVh8Mu8XE5Yf04bxxpbw0V90oXfvyMuKTbyR68M0t/qbx4eehn/Q3HG9dh37ozawfdAVvLq7hZ+9VsuHUl9D7HqmO+frl6Gc9RmLwKaBt/7q1uYgc+TsaBp+HL7Nfi6Ba7zWBirPfYHU4m8N6aWCA8aO3oNdOAVhWCca5TxHLHbRjkaZpHDesmD+fPgy3s/nBw5GD83n2spEUzb2nef+i4epz1hTkJZORC6f/C0Zd2Pwgw+KAQ38GR/wCrBk4rGauPrw/N04ZgMOq3pvZpHH66F7cd/5ocjO7cfAEUDpOfW/t/NCibCJc8cGObINiP9tlzFM0YbCuQafcvWetTk16u02tW55Add3bteVWCHHA0gyja6fwuuWWWzjppJPo3bs3fr+fF154gXvuuYfp06dz3HHH7XZ/n8+Hx+PB6/X22Cdw4XCYan+YxkiMTJuFfJedjIzU3dVaMAx0XwWJQD0JzULY6qGeLBxanHy81BpZGOjk6F5MsQCaLRNTRi7mSAMJPUGlkYsvomO3mMl1mvB4PGpulGCNykylmbY/GTRUJjsg4cyjihyCkQTFZh/OuFcFNs5cQvY8qv1hYvE4JWY/jrgXk2YGW4ZK5GDoqnueHlfHs7vBVQyWttOKN4Zj1AaiBKMJshwWCrPs2Cxm0HXV7SrcoFrCMvLUjeMeisZ1qnxh/JE4BU7I0esxx/wquMssaDsl9K6CdWrMSSIKjmwV3KZqIejiunr9C0bj1DRGCUTiuOwWCrLsxMIBaoMJQrE4WQ4bhZ4MTIkIur8KI+JHs2ViWDOxh6rV587iJGhxUROzE4gmcFuh0OTDGm/cnoY/j6DmwByuw4gGwZ5F2JZDVSCB02qhyNSAKeIjYbLi19yEzG6K7FFskVow2yGjgHigGlPUB4kYhsODydMbzdK6dTae0Kn0R/CHYtitZvIybbidVvUZD9arYD4jt/2tmJGAmucoFgBbFmQVtWpZjsZ1Kn1hGiNxMmxm8l12Mu1dfhaM9knT98P+1NXr4F65s0y1oI44G4BV9QmOeznAHw6xMyzfvJudW3tzVYz318T44cqslt3+ZtytrmVXvJOukgshurEuf4WrqqrisssuY+vWrXg8HkaNGtXuwOlA4XA4KHd0cFJKTcPkKcXkKcUKOIDsHSuzae7YtEurSWYOZqDX9p8WnB71k4IZaG7rcrU4ghPondcUaGQD6XnC63JYcTmSjC8xmcBTqn72gs1ioqzF+Kq9uEnJyO12N2jdVYbNQu/cll+DDqubrF2Hz1mt4NglAM5p/hRnAC3bcVp+/jMA3M1/UweQ7Wm5rQVo0VaT1by9xd5GK9FOLGYTpdlOyN5lvFFWScsW5vayZ4K9X5ub2CwmytsYW9itpen7QXSCeASi/hYtT03JHjrSbQ9Uy5M/BlsaDcp2ztaXVQybvk29oxDigNLlg6cnnnhifxdBCCGEEF1JU0ZIR/ODqlX1Om4buO0d67bXZ3t3v2W1iZYBWFaxyu4aj+62l4MQoufrnn2BhBBCCHHgCtSo1xYtTwlKO9jqBJDr0MiywbLaXZJGZBWrLuPeHpy5UAjRbhI8CSGEEKJ7CW4Pnnaa52llnU6pq+O3NZqm0TsrSdII1/YO7G3NuyaEOGBI8CSEEEKI7mVHy1M2AHHdYJ1Xp9TVsS57TcrdJpbtGjxlFqhkK/Xr9urYQoieQYInIYQQQnQvgWo1ybNVJUva5NeJ6exVtz2APm4TG30GwdhOiYhNZtX6VLt2r44thOgZJHgSQgghRPcSqAZn9o7/rtmeaW9vW556u00YwIq6XVqfPKVQvXyvji2E6BkkeBJCCCFE99JYvaPLHsDqBh2nBXIcexc8lWVpmEiSNMJTDjUr9+rYQoieQYInIYQQQnQvgeoWacpX16tkES0mt+0Am1mjV5bWetyTpxy8myEa3KvjCyG6PwmehBBCCNG9BKpapClf3ZCgZC+77DUpzzKxtFXLUxlgQO3qtJxDCNF9SfAkhBBCiO4l0NxtzzAM1jTo9NqLNOU76+M2sbwugW7slDTCU6ZepeueEAc8CZ6EEEII0X0YRouEEdUhA38UeqWp5amP20QgBpv9OwVPNpdKWV65OC3nEEJ0XxI8CSGEEKL7iDZCPLKj296ahqZMe2lqefKo47SaLDe3H1R8n5ZzCCG6LwmehBBCCNF9BKrV6/Zue2sadEwaFGWmp+Up2w4eO62TRuQOgG3fq5YvIcQBS4InIYQQQnQfjU3B0/aWp3qd4kwNiyk9wZOmafTJMrVOV547AIK14KtIy3mEEN2TBE9CCCGE6D4aK9WrMxeANQ0JSjLTezvT22Nicc0uLU95A9TrVum6J8SBTIInIYQQQnQfjZVgsoDdBahue6VZ6Wl1atLXY6Ki0aAhvFMXvYx89bNpdlrPJYToXiR4EkIIIUT30VgFzhzQTIRiBhWNRtpbnvq6kySN0DQoHAbrv0rruYQQ3YsET0IIIYToPhq3qeAJWOvVMSDtLU8lLg27GZbs2nWvaARsXQjRQFrPJ4ToPiR4EkIIIUT30Vi5I9Pe6u1pytM1QW4Tk6bR151k3FPRcNDjsFG67glxoJLgSQghhBDdh79yxwS5a+oT5Ng1Mq3pbXkCNd/TD9W7ZNzL7g2uQljxQdrPJ4ToHiR4EkIIIUT30Vi5U6Y9nV6u9AdOAP2zTaz36vijOyWN0DQoPxiWvQO6nnpnIUSPJcGTEEIIIboHXYdAzY4xT6vqdUrS3GWvSf9sEwa07rrX+1A17kqy7glxQJLgSQghhBDdQ7gB9Bg4c0joBuu9OqWd1PJU6tJwmOGHql3HPQ0DdynMeaxTziuE6NokeBJCCCFE9+Dfpl6dOWzyG0R16JXVObcyJk2jn8fED9W7BE+aCQ46FZa+BfXrO+Xcu6UnYO7j8OKF8PGfIOzdP+UQ4gAkwZMQQgghugd/hXrNyGN1vQpqyjqp5QlU1735lYnWKwYeCxm58P6vwDBar+9MiTi8eqU6d8NmmPsYPHo0BGr3bTmEOEBJ8CSEEEKI7mGnlqdVDTpOC+Q4Oi94GpRjYmvAoDKwS3IIqxMmXQerPoKZ/7dvA6gv71MJK47+HZx4F5zyAARr4c3r930gJ8QBSIInIYQQQnQPvq1qjiezldX1OmVZJjStc4MngAXJWp96HwJjfwQz7oSXL4OaVZ1Wjh2qlsPMe2DUBdD7YLXM3QsO+akK5FZ91PllEOIAJ8GTEEIIIboHfwVk5AGwqj7RaWnKm+Q6TeQ5teRd90AFMUf+GjZ8BQ9OgKdPh5XTO68F6KNb1TxTI89vubx8MhSPhE9uk9YnITqZBE9CCCGE6B78WyEjB8Mwts/x1Pm3MYNyTMzdFk+9Qb8j4ezH4PBfqDmoXjgfnj0LGqvSW5DN38Hqj1Vrl9nacp2mwaiLoGoJrPsivecVQrRg2d8FEK1F4zqhWAKn1YTNYlZZdSI+iIXBZMGnZRGLx/A4TOiGmXg8hpYIoZnMYBgYZismPYFJj2BYMtASUWKYMGsaWiKCZndBPEJC19Etmdj0EKZ4kITdQ23UgtOUwGXRacSJI9aARTMImV3EdTN2LYaZBAFdfXE7iGExoiTMDhxmCCXMRAwNux7AYrZiNQO6AeiAAWY78XicuKFhzcwmoRuEYnEwIBGL4LSacGZkQjQI8QiYTGCygC0z+S8r7FOvZrvq822xQWZ+6/UOd8f+GIahjmEyg93VsWOILkFPJAg31oPJCmYrNj2ErutgMmOzOtAjXlV/LA5CcQOz1Y416iVhdWFyuEhEI8TCjVisDmw2K9GQHx0zWO3YrTaCsQSNkQRum+pGZE0EiBkm4hYXuq5jJUYsFiPDbsEa86Ob7TQaTlwWHUs8jNewE9cNsm1gzvBALKTqgC0TYnFC0SBGPIY1w01IN2Ng4EgEQTNhd2Xv9v2HvVVoZit2mx0SUbBlgdncesNoABIxsLshEdleBheY5XIhugBfBbiKqWg0CMSgrJMy7e1saK6JZ5fGCMUMnNYULV1mGwyYCv2nwOa58M2/4LGpcMV7kNMnPQX58j7wlEOfw5KvLx4J2X1gzqPQ/6j0nFMI0UqXvxreddddvP766yxfvhyn08mhhx7KPffcw5AhQ/Z30dIuGImzoS7IE7PWsbqqkSmD87lxvANzIoy27QdY8DzEAmQNPZ3IwJPZEiugyKjCsvRNbKvew3C40UZdiKGZ0EwmyOkP236A71/Caugw9HTIH4QRqMEon4TJ0DB518K3j6A1bCBWMhFt+I94baONC4bZcW18GzbNYfPon/PK8hq+Wuul0G3ngonlbKhtYN76Oq6ZkE3/qk+IFY5ksW0QJdThWfcuzrUfYDg8MP5KjOzeaLMeAO9GKJuEZcQ5WBY+R7RoDImBJ1AbzeC1eZv4ep2Xoiwb1xxaxkDvV2QveBjKD4GDTgbNDHkDmgMj31bVTWLVx3DYzbDyQ1jxPtizYMJVUDQSNn4D859WaWUnXA19D4Wskvb/QbybYcUHsOgVsDjg4OuhdDy4ijrnAyA6TbRmPdqSN8iINmAMmALf/xetZgUUDMEYfTGG2Y6pdjXMexJGXYSrz8EY3zyHtnkOZk85TL4erW4DjrmPEM8ZQGLyDegJHcfX9+I/4o+sN5Xw2KwN1Poj3H5MLqW13xD1bmNjn3MIEkYzmXni641UeKNM6u3iokm9KYtvxmPSMeY+AZWLceYdhG/0tSyOZVHsqqWQOrQv7id8wj1o2xbhnPcoxAJEDzqbupKp3P6ln8PLbRzXz0pe9Qr07N5k5LT+fEdrN6Cv+gSHGXAVYix8AS1QBQOOgdEXqZstkwkaq2Hb9/DNvyHiV6mYyyfBNw9C/hAY96Pt2yYJuITYV/zboHA4K7dn2ivP6txuewAH5ZmJ6zEWVCU4tHQ3t02apupN7v0w/feqBeraz8CZvXeFqF2jrnGH/ix1HdQ0GHKSSmEeqGn5IFEIkTaaYXTtzrEnnngiF154IRMnTiQej/O73/2OxYsXs3TpUjIzU7RG7MTn8+HxePB6vbjdHWx92AdiCZ1Pl1Xyk+fnYxjgdlj47Oq+5JtDanDoivdb7pA3mNiFL2F9+sTWXQNGnAMTr4WP/wib57RcVzQcjvotbJqNkX8Q2js/bbneYid2zRdYX7scQnUsP+0tznl+I4Foy/7e1x/Vn/pgjP/O3cTzV4zm8xXVXDrMSt+3knRVGHku5A2EGXdvP4cDzn8GZtzD8imPcM6za1od/9dHlfCj6AtkLXgMHB445wlY8xkc+Sv1JPzly2HrAnVRev481ZVjZ8PPUk/hPv1L87Lyg+H8ae0LoBo2wdOntp7DY8gpcNoDEkC1U1eof7HqNaqe5A5QwcK7N7ccE2Aywxn/Bu9WIAGFw+C1q1XLz86m3gqVS2HJ6wBETnuYRGYhX3iL+MmbGzEMePuyfoz6/ApiGUV8OuwuqmJWEgmD2z5Y0+JQDquJV64Zz8hPfwQbZzev0EzUnvoUD23qw3UD6sgv7Y8+/Q9YV7zTsiyeclaf8jInTFtPsdvBy2fnkrv+HfSJ15GZ0/zZjNZtxPb8WdD/aNXNZ/bDLY/j8MBVH6mbrOm/hx9eark+q0T9bl68UO1/1XRVr0S30RXqYNok4nB7ARx8A48Ep/DAdxGeOMmJqRMTRgDohsH1H4W4aqSN/5ngaP+Ovi3w3v/CgClw/rMquOmoD34D378I5z6lWrlSCXvhlcvgxHtg0rUdP58QIqUuP+bpww8/5IorrmD48OGMHj2aadOmsXHjRubNm7e/i5ZWVb4wv3zlhx33dJePzyPPvwIaNrYOnID4hKvRvrg3eZ/qbT+om/5dAyeAyiVQvRyGnIz2/v+2Xt9rLNZlr0P1chrG3cStn9W1CmwAHvliLScOL8ZhNRHULUSicUoW/jN5eRa9CkUjwJqxvfBh+OTP1E+9h99/XJn0+Pd+sZWaoZeri03YC1//S928NVaqFqfN38KkH8O3j7QOnACWvKECNntW87JNs1veqKaSiMHcJ5JPfrjiPaheuftjiC4hEmxUDx8aq1Ra4Y//0HowtZ6Aj/4Anl4w6Dj47PbWgROo4H/0hTv+a//wF5jzB/Cr9yswDJjcL5veFR9A9QqqJv6aX76/hUMHFHD79LWtDhWO6fzmzRXUHnVXyxWGTt4nP+ek/hYWhQsxNWxqHTgBeDdRsuIZThyay5aGENOWxDDXrsIcrtuxSSIew1j4EtSvg0HHtw6cQNWtT/4MdWtbB06g6tail2HYGao73zs3q+6xQuwPjZVg6JCRx8rtmfY6O3ACNVnuQblmvt6SImlEKu5SOPSnKq34olc6XoCIHxY8B4NOaDtwAvVApNd4+OG/HT+fEKJNXT542pXXq2bRzs3NTbo+Eong8/la/HQHVf4IjZHmAanH9bOhuUvUzXoSeu/DsCx9LfnBBkyFhc+lPtmytwGTGvewq4HHwdI3AWgoOoTvNiSftdwwYPk2H8cPK2L22jpOH+LAvvyN1OdcN1N1ZWhStRSvs4x5G1Mff97WKOT2b96/bKIKXL57Qi0bfAIsTvE7AFj9aXMq1yZzn1AXorYEauD7F1Kvn/cU6Hrq9Qewrlb/jFCdehgAKvgOJ/+8EahWY4uiQahamnwbPQ7eTc2tjrEQRv0GshyqG89Zgx1kL38RNBNV5NA3L4PlFQ0k9OSN+0u3+miwJ2kFDdVTYvHz3OIQ4dpNKd9b5rKXOXuIE4DXFjdQN/Bs4qtnoifUZzPm3YZ90Quqy13FgpTHwYjDDy+nXr/0bRVUAmyZB6H61NuK/a6r1cG08m5Wr5kFrKhLULoPuuw1GVlgYkFlgsboHnbW6XMY9D0SPvwthBo6dvIfXoZYUHXJa4++h6txV76Kjp1PCNGmbhU86brOz3/+cw477DBGjBiRdJu77roLj8ez46e8vHwfl7Jj9GS9Jw3UU7ZUUq3TTG3vp7fx9EzT2t53JwkdzCYThmGoD1Kb59RVuXayuw6jcZ1W+2AYzefZXVmNRJL9E+1L49rme4mj/jhiV12y/jX9LXf3d9/5s5WKvstnStexmtUNnFlrPpdhgNmkJa/Xu5wy1QpdN2jzc2bomLbfOyZ0AzQzht78AMbYvs1uvw/QVL1o4zyw001q1+7pfcDrknUwXbzqYULCWbBjjqd9ZVSBmbgBsyvayLqXysSrVfAz467db7srw4A5j6lU5JkF7dunbJLqjrw8+cNXIcTe6VbB04033sjixYt56aUk3Uu2u+WWW/B6vTt+Nm1K/eS2KylyO3BamweBztwYw2isgsEnJt1e2/Id8SGnJT/Y2pkw6sLk6wAOOgVMmspil2zfIacA4K6Zz6gyT8rDDO/l5qMl25jcP48P1oSJDjol9Tn7H6WehDXJG4gnVsnI0tTHn9jLpgbJgmpB2vo9FAyGcZdvL+sMlQQjlQFTYdMuXRfHXb77zHsZuTDyvNTrx10ug+ZT6HL1z5FNbEc9MVTWuGScOSqznN0F+YOSb6OZILdfczdRsw0tty/VjaoF9+3VUXxDzgNDp9DkZ2VlI0N75ewIcHY1sNBFdrym9Qq7myrdzUXDnThyS1O+tdCQs3hnVQSAM4bnkLv2bawDj8ZkVl/rtqwCIsPOU910S8elPA6G0fbn/aBTVF0DNd7JmZN6W7Hfdbk6mE7ezWBzsTHiIJyA3u59dwtTlGmiKENj5qYOBE8ZeaqOzX0calbv2b4bvobqZTuuy+1id0HxKNVdUAiRdt0meLrpppt49913+fzzzykrK0u5nd1ux+12t/jpDgqz7Nx+ZnNr2hPf1VLv6q+6rfU/utX21tkPYkz5XfIbmezeKjFEUZLWubwB6kZq2bsYx93Wev2GWcRHXgg5fcmd90/uOCYPu6X1x+TSyb2ZubKaQDRBhilBY8zEtgm/TF6eISdB3brm7nJmKxz7F3Jn/J47jy9MevzrDy6kYM2r6qm3NQMO/x+VDcxVqH4fRSNUFrDDfqaCnV0NPE7d5O7cxahopJqPY3csdph8PWQVt17X76jkv1cBdL3658h0w5Tfq8/ld0/BMX9ovZGmwbF/Vjc167+CKbe2nkMFVJarJc1dU8PH3EHMu5Xbj+8FwKw1dWzpcybk9KVw/gP89YRefL+pjp9PaZ2m2GrWuPuMIeR/eWurdXVT7+Ht1THGueoxcvoS7zeldVlchWwbfi3vLKmhwGXn2jEOEs5cEhnN2bXMNgem8ZeppA/rv1Jzw7QqSIZ673mDkt+cZeTC2EtVkgyLHU77h2Tw6uK6Wh1MK98WyMxnea1qSd2XwRPA6EIzn2yI06E8W0PPAGcufJrkutuWOY+q9OQlo/dsv/LJanxwuAd12xSii+jy2fYMw+CnP/0pb7zxBjNmzGDQoBRPhVPoTpmG/OEYq6sa+ffnq1lXE+C4oQX8anIGpkQEbcNXahxTNIhx0KnERl1MhZ5HiVaLtuBpbKs/VPOyjL5I3fDEQuop8ZoZasC3kYChp0H5ZIzaVRj9j8HQrJga1sA3/0Zr2EC8eCy1Y37C+1syOH+oA8fKt9Arl7Fp7C95coGfb9b7KMiyccnkPjQEo3y0ZBs/mZzLMN8sYvnDWGH0ob+9gexlz5Ox7iOwuzEmXgMFB6F9+heVqrx0Ioy/AhY+Tyy7H7GRF7AlnMFTX6/j2+3Hv+HwUkaE55P79R3qAjD6AojHoXi4Cp4AvFtUGvGNs+GIX6gsRKumqwQR469S/cxXfgALnlVpzsdfoYI4d6/2/0EaNsL3L6lxVdYMmPxj1YK2J+nOD3Bdof4Zuk68dj3Mn4bVbIbeB2PMm4ZWu0qNB5pwJYbZgebfAl/cpz4rfQ/DmP0w2pZ5GO5SOPRn6I1VmGf9jUR2X+KH/g9xaxaZH/+a+qn/xzpK+feMtfjCMe4/IZ+Sze8TihmsLjkFk8ONL5zgkVkb2eqLMr7MxXVH9qO3sRWrHoRZ/0SrWUY8dzAN43/KhngOvdw2isw+TDPvJXLC3RjrZuGY/yhEg0SHnE5l/3P43edexhdbOXdYJvmxCvSCg5KmKo/VbkD/4RXs7nw1H9qCZ9S4vv5HweSfqPTjZgv4tydjmb09Vfngk1SiiVkPbB/4fiNk91VzqYluoyvUwbR58UIIVPOA57dMWxzlP8dn7NPTL65JcMc3Ed45O5ORBR3ofbD6U/jqAbj6EyifuPvtGzbBP0bDxGvU9XtPNFaqrKHnP6MSvggh0qbLB0833HADL7zwAm+99VaLuZ08Hg9Op3O3+3fHC0cgEicUS5BhM5Nhs0A8ChEvRAIYJjNeUw6hWIJcp4m4rqHrccyxACazGRMausmMyYhjTkQxbJkY8TAJzJg0k8p05/CgxYPoCZ2EzY090YgpHiRsy6U2asFu0sm1JmjEgTNag1kz8FvyiCXAQRSLZuDXrYCGSwtj0yNEzQ4yLGa8CdUv3JloxGI2YzWb0IxE8zgri4N4LEJcM2POzCOagHA8AbpBIhbGaTGR5Xargf2x8PZJcq2p58gI1AIGWDIgUKW6InpKt4+HMrZnBtMgM69jf4xEAsJ1KgBL1sIl2tSV6l8sEiEaqMMwW9VksfEAugG6ZsbhcKIH69E00E02wroJk9WGLeIlbslAd+SgR4Lo0UZMFjsOh4NowEtCM2NYM7FazPijBsGYTqYVnGYdayxAFBMhiwfNALMeIR6P47JbsMf86GYLfs1FhhbFqkfwGw4iuolcaxxLZi5EG5snydU0gv4G0BNYMrPxx9RYw0wjCJqB01PY5ntPxGPEfFVgtuCwO9R3isOtWpN2FapX4/oc2c0T9Tqy1BQDotvpSnVwrz18GHjK+bHv/9u78/Coyvvv4+8zaxICCSQhCwQCGAhrZBcjRStPqVZ/RaxVq1WUqlVQqPW5aKuC9kGx7U8tLsWlfcQ+7tQKat2oSizIDkEQCGGJCZAQlux7Zs7zx/yMBhIyhiRnZvJ5XddcmjPnnPneId+55zvnPvd9E4crvNw7qXP/Jhu8Jrd/VM3MES7umdCG1/Z64N15vlENN73f+tTlH93nu2L+kxfA2frnndOsnAMpGTD9L9/9WBFpUcAXT0YLby4vvPACM2fObPX4kOo4RIKM8k/EWiGVg4/0h2H/xfd2XMLwWDs3jOj8q6DPZtWyv8TLZ9dGtvj55IwOb4F/L4SrXzrz1aSqk/DnEb4rwGNnti3Yzf8XctfAPXvPbo0pEWki4O95Mk2z2Yc/hZOIiIiEgNoKqCmhzBVPXrlJSpQ1H18m93WQX26y5eh3XPPpa0ljoM9Y+PB3vtEVLVn3tO9K1bDpbXsd8L1OZREU7mj7OUTkNAFfPImIiEgXV/IVALs9vgmjrCqe0mJsxIUbLM+ub9sJDAPG3+JbgynzD83vU5LvmxAp7bKWh6z7o/cwcITDvn+3/RwichoVTyIiIhLYinMB+LImBqcNkiKtGYZmMwy+39/Bipx6imvauFh6VF/fciJr/+ybivzbTBP+dbfvHqdRPz27YO1OSByp4kmknal4EhERkcBWnAsON1+Wuujfw4ajpQXUOsH3+znwmvDKrjZefQIY+RPfshevXw+FO33bTBM+fRhyPvItjeBsh9kEk8ZA/oZvlgoRkbOm4klEREQCW3EuRCay87iX/p28vtOpergNpiQ7eO6LWsrr2jjnls0BU+b7ZrX821TfzHh/nw6f/dG3EHtfP6Yy90fSGN/smQf/0z7nExEVTyIiIhLgir+iqlsS+4q9DIi2/qPL9FQHVfXw/Pbatp8kLAp+uBjSLofc/0DVMbjwdzDyqvYLtEeSb23C/R+33zlFujiH1QGIiIiInFHxAb4MvwCPCecEQPEUE27jR4McLM2qY3qqk4HRbVg0F3xD88bc4Ht0lMRzdd+TSDuy/h1IREREpCVeL5Tksd2TgtsOfbsHxppFV6Q6iQk3mPdJNXWeAF4ys88Y37DHkwesjkQkJKh4EhERkcBVmg8NtWyviSelhw27hZNFfJvLbjBnjItdx70sWFODaQZoAZWQDjY77NPQPZH2oOJJREREAteJHAC2lUYyMACG7H3boGg7v0h38dqeev6wsTYwCyhXBMQN1dA9kXaie55EREQkcB3fR5ERx6FKGz/pFVjFE8CUZAeV9SbPZNVRXmfyYEaYpVOpN6vPWNixHBpqweG2OhqRoBZ470IiIiIiXzuRw2b3RAAG92rjxAwd7NKBTm5Nd/Hq7npmvldFSU2AXYHqMxbqq05flFdEvjMVTyIiIhK4juewyRhGfIRBz7AAu6LzLRf1c/Db89xsP+bh8n9WkH3SY3VI3+g5ALrFQs4qqyMRCXoqnkRERCRwHd/Lptr+pPYM/I8sI2LtLJochs2AK96q5NO8eqtD8jEM6DMOst+DQLwvSySIBP47kYiIiHRN1SWUlpWxqyqa4bGBOWTvVL0jbDyQEcawGDuzPqjm9T11Vofk03cCFB+E4zlWRyIS1FQ8iYiISGAq2s0GbxpeDIbHBs9HljCHwa/Gu/h+PwfzM2v46xe1VocEiem+ySKy/2V1JCJBLXjeiURERKRrKfqSz80RxEdAXERwfWSxGQY3j3TyX+c4WLSu1voCyuGGpDGw+x1r4xAJcsH1TiQiIiJdx9Ev+cwcw7AgGbJ3KsMwuCbtmwLqpV0WD+Hrfz4c3gKlh62NQySIqXgSERGRgJR3KJ8DnjhG9w7O4gm+KaB+OMDB/f+pYWWOhZNI9J0ANgfsWmldDCJBTsWTiIiIBB6vh08LXDgMLyPigrd4Al8B9fPhTib3tXP3p9V8/JVFBZSrm2/WvR3LrXl9kRCg4klEREQCz7FsPq4bwdAe9YQ7And9J3/ZDINb012Mibdzx6pqPj/cYE0gA6fAka1wYr81ry8S5FQ8iYiISMApPriNteYIxvUJszqUdmO3Gdw5xkVaLxs3f1BlTQHVd7zvClTWK53/2iIhQMWTiIiIBJyPdh7BxGBCCBVPAE67wd3j3QzuaeOm96v4KLeTh/A5wmDAFNj2EngsuvolEsRUPImIiEjAWZkfztCwYqLDgn/I3qlcdoNfj3dzbm87t31YzZNba/F4zc4LIHUaVBRC9nud95oiIULFk4iIiASU/IICPq8dwOT4AFhctoO47AZ3jXVxxWAHj22qZcbKSjYVNGCarRdRHq+J14/9WhQzCOKHw7qn2n4OkS7KYXUAIiIiIt+2fPVWwqlh4sAYq0PpUDbD4KohLkbF2Vm2o46r3q5icE8b30t20L+HDZcdyutMjlSY5JZ6OFhqUljppboBDKB3hMHIODv/K8XBZYOcdHN+h6t0w6bDpw9B3nrod15HNVEk5Kh4EhERkYBRU+/h5V11ZDhzCIucaHU4nWJILzsPfS+M7UVePj/cwDv76zlWZeI1IcwOMeEGvSMMhvSykdHHToTTwGvC8Sov2cVefpNZw+L1tcwZ4+LG4S6cdj+KqOSJ0HMAfLIIZr7b8Y0UCREqnkRERCRgrMw6zMl6J5f2OWl1KJ3KZhiMjrczOt63ppVpmpj/s701x6q8rNzXwMPra1mZU88TU8MZENXK2liGDUZfD5/8H8h+H4Zc0g6tEAl9uudJREREAkJdg5cn/72HccYeEpP6WR2OpQzD8KtwAoiLsPGLUS4ezHBzvNrk8jcr+TTPj1n8+k6APmPhvXugpuwsIxbpGgK+ePrss8+4/PLLSUpKwjAMVqxYYXVIZ62orIZ9RRV8daKS8pozv7mZpsnRUt/+eScrqa6pgdJ8OLYXSvKgoY6j3+F8Il1V3slKdhWUsa+onBMV/t2Efqy8lmMnT1J77ACeo3ug9DB4vR0cqUjX9erGPA6X1nGVcy3EnmN1OEHnnJ52Fk0OY0gvO7M+qOblXXVnPsAwYOLtUHUS3pkLZzMJhUgXEfDD9iorK0lPT+fmm29mxowZVodzVipqG9h48CQLVu7kUHE1hgEXDY7jgf8aTr+YbqftX1Zdz5p9x/k/7+6isKyGpdP7MaXiPdj4FNSWgTMCz9ibOZz8c3768gE8psn303qz8PLh9OsVYUELRQLPiYpaNuae5KF/7W7MuympcSy4fBgD4yKbPaam3sOXh0uJbjhO8tY/4drzT/A2QGRvzIsXYgy5FCJ6dXJLRELbsfJa/vujbKZE5JIcHQUOt9UhBaUIp8Hd4138/ct67v1PDSU1JrPHnOF32T0Bzr8LMh+B6GSY+qCvqBKRZgX8ladLLrmERYsWccUVV1gdyln78nApNy/bxKHiasD3Bc8n2ce45rn1FJRUn7b/xtyT3PHyVgpKa7jm3FgmH3+N8P887CucAOqrsK9/iuE7/si8C+IxTfh4dxHXPLuu2fOJdEU7j5Ry+0tbm+Td6r3H+PnfNvLVicpmjzlwrIKiwkOk/PsWXLve8BVOABVFGCtnw94P9A2tSDsyTZN739oBppdr696EpHOtDimo2QyDG4c7+ckQJ3/aVMsfNtSceQr0lAtg3C9g7RJYORvqmn9vFJEgKJ5CxcnKWhb9a3ezzx0prSHrUEmTbUXlNTz0rf1/PjKCblufa/Z49543uWzQNxcRj5TWsP1Q6dkHLRLkjpRU8ccPspt97nBJNV80kyflNfX8ZfU+RkWWYi/Mav7EHz8I5QXtGKlI1/a3NQf5aNdRbumbTw8X0HuY1SEFPcMwuHKwk+uHOVmaVcfvP689cwE1fDpc8CvY+Q94ajxseRHqqjotXpFgEXLFU21tLWVlZU0egaCm3suOwy0XNGtzjjfdv87LwePffPMT6S0HT8tjl901Rbgd3/xzrsk5dhbRirRNoOVfXYPJl0dajmHdgeOnbaus9VBYVkvYsR0tn7i8UN/MSkAKtBz0x3s7CnjoX7u5bERvxh9dDonngt1pdVgh40eDnMwa6WTZzjrmZ9bg8Z6hgBp0MVz+JPRM8d0D9d/nwPKbIOsV3/ueiIRe8bR48WKioqIaH8nJyVaHBIDdMIiNdLX4fPIp9yg57AbdXN9MM9pgDz/j+b2uHtR5vrmR/dTziXSGQMs/w4Be3VrOu6To0/PKaTdw2W00RCa2fGK7y/cQCTCBloOteXPLIe58ZRuTBsVwbdSXvi8lBky2OqyQMzXFye2jXfxjbz23r6qmpuEMBVSPJLjwt3DFc76FdAt3wIrb4dEhsPR8+OQhKGp+JI1IVxByxdNvf/tbSktLGx/5+flWhwRAXHc3t0we2OxzdpvBD4YnnLK/ixsmpTT+vKYAvH0mNH/yngPYVRbWeAtGc+cT6QyBln9J0eHcMKl/s8/ZbQbThp2eJzGRbq4Z34+iiHPA1fyEEoy6Brr1bs9QRdpFoOVgS2obPPz+nV38evl2Jg+O5Y7zE7Btf8V3r1N4T6vDC0mT+zr49Xg3mfkNXP1OJUWVrcwc2iMR0q+Fyx6Hq1+Gyf8busXB+r/AX86DZ78HW5ZpaJ90OSFXPLndbnr06NHkEQhsNoMZY/pwySlFjctu45nrx5IYFdZku9NuZ2ZGCpPPiQXg8TXH+OrCP0OvUwqw7gkcvmQZD64+ccbziXSGQMs/p93GVWP78v20uCbbXXYbT/1sNAkt5Mn558Sw5qiToz9+Fdzdmzxn9p0AF/0WXGe+GixihUDLweZsyj3Jj55Yw9/X5XLDpP7cOnkg9q0vQEMtpE6zOryQNibezv3nu8krM7nsn5VsONLg34FhUTBwCky+B376/+Cie8ERBu/+Ch5Lg38/CGW6D1S6BsM8492D1quoqGDfvn0AjB49mscee4yLLrqIXr160a9f6wvolZWVERUVRWlpaUB0Iicr6ygq800QER3uZHhSFL27u3E7m18J/ERFLYVlNXxxqJSk6DAmxNYRVp6HcWwv9BpAffRA8hqi2fRVceP54nu4cTlaWVlcpBMESv4VlFRzvKKWrXklREc4GdnHlyfd3C3fV1FSVUd5VS3d6ooIL96Lq+ooRtIobFF9IVJXnSQ4BEoOAuQcLefRVXv5YGchqb0j+cXkgb5lNQ58Cp/9Nwy/ApJbGGEh7aq4xuSprbXsOell1kgX88a56eZsw/TkFUdh99uQswo89TDiChh/K/Qdp+nOJWQFfPG0evVqLrrootO233jjjSxbtqzV4wOp4xDpapR/ItYKhBzMyi/h2cz9fLCzkNhIFz8Zm8wFqbHYDAPy1sHqRyBxFIz4iT5wdyKvafLu/gbezK6nZ5jB3LFurhzixG1vw79BXSXkfAh73oOKQogdAiOuhNSpkJAO9oBfVlTEbwFfPJ2tQOg4RLoq5Z+ItazKwZp6Dx/sLOTFdblsyyshoUcYl6UnMiU1Dofd5ps9dvtr8MUbkDDcdx+hTSMmrFBU5eX1PfWsO+yhV5jBjMFOLh3oYFScHbvtOxZSXg8UZPmuJuZvhPoq32LHMakQ1QfcPcCwQUMtNdVVHCr3cKjSRlGNnVKPiyqvHQ8OHHYbES47sZFhJMb1IqVfCr3PGYPReyjYQu6OEwkyKp5EpMMo/0Ss1Zk5aJomW/NKWJl1mBXbDlNW08CIpB5MG57AmH49sdkMqCn1fbD+8i2oPgkDL4ZBF/o+UIulCiq8fJTbwOeHGyirgx4uGB1vZ3iMnYHRNpK720iMtBETbhDh8K0jdSZmQx1lhfspOHKIw8UV5FY4yK2NZH9dLw40xFDoafr3GG7zEG73YsPEY0KVx06t+U1B3YNKhjkOkx7jZfSgPowZex69+6R0xK9C5IxUPIlIh1H+iViro3OwrKaejQdOkrn3GP/efZSC0hp6dXORMSiGi4b0JjHCCyf3Q9EuOJIFR78EA0gYBQO/D5Fxrb2EdDKP1ySn2MuXJ7zsK/aQX2ZyoqbpR0WnDbq7DLo5wW03+HqZSY8JtR6TynoorTVp+NaEfi4bJEQaJHSzkdjN99/4bgax4QY9wwwczVzlqmkwOV5tUlBWR/6xUnKLazlQFcYJr28m1GR7MeNi6xkzoDfpI0YyJKUPbt3zLR1MxZOIdBjln4i12iMHTdOkoraBwtIa8k5WcfB4JdmF5Ww/VELO0QpMIL6bnfRYLxOjSkgz8rGVH4LiPN+EAgDOMIhOgbg0iB8O7haWAZCA9HURc7LGpLzWpKLeVyDVekzqPb6iyQRshq+wCnMYRDohym3QK8xXIEWHGb773NrBibIq9uYXsvdYDTlV4eR6YvFgx4GHc8IrSOtlMKh3D/onxtInIZHEuFhiu4fhcugKp5y9kC+eSktLiY6OJj8/Xx/eRNpR9+7dWx22ofwT6Rj+5B/4n4PrDxZz66s72xRLmvEV8RRj0MzHCcPAdEb47ntBk0FIx6hr8JBXF8lh8+yuZP4gLZY/TE/z614vf3NQQk/IF0+HDh0K+BXWRYKRP99kK/9EOoa/V5L8zcGIwecTd8XvWt0vgRP0NkqwcfoCq3UeqPeA2VwRJdLJnHaDWnsEBWYs1bj9Oqb28B4KX/kNeFtf/0ojKrqukC+evF4vR44c6dRvCMrKykhOTg7pb9vVxtBwNm30J6faO/+6wr9JR9Hvru0C8Xfnb061NQcDsc1nK9TaFGrtgeBqk648dV0hP/G+zWajb9++lrx2oK7u3p7UxtDQUW3sqPzrCv8mHUW/u7YLxt/d2eZgMLa5NaHWplBrD4RmmyR06M45ERERERERP6h4EhERERER8YOKpw7gdrtZuHAhbrd/NygGI7UxNARbG4Mt3kCi313bdcXfXSi2OdTaFGrtgdBsk4SekJ8wQkREREREpD3oypOIiIiIiIgfVDyJiIiIiIj4QcWTiIiIiIiIH1Q8dYCnn36alJQUwsLCmDhxIhs3brQ6pDZZvHgx48ePp3v37vTu3Zvp06eTnZ3dZJ+amhpmz55NTEwMkZGRXHnllRw9etSiiM/eI488gmEYzJs3r3FbqLTx8OHDXH/99cTExBAeHs7IkSPZvHlz4/OmabJgwQISExMJDw9n6tSp5OTkWBjx6UIltzrTAw88gGEYTR5paWlWhxWQPvvsMy6//HKSkpIwDIMVK1Y0eT4YcqQ9hFKe+dOPBbvm+q1g1FofJRIoVDy1s9dff527776bhQsXsnXrVtLT05k2bRpFRUVWh/adZWZmMnv2bNavX8+qVauor6/nBz/4AZWVlY37/OpXv+Kdd95h+fLlZGZmcuTIEWbMmGFh1G23adMmnn32WUaNGtVkeyi0sbi4mIyMDJxOJ++//z67du3i0UcfpWfPno37/PGPf+SJJ57gmWeeYcOGDXTr1o1p06ZRU1NjYeTfCKXc6mzDhw+noKCg8bFmzRqrQwpIlZWVpKen8/TTTzf7fKDnSHsItTzzpx8LZi31W8HGnz5KJGCY0q4mTJhgzp49u/Fnj8djJiUlmYsXL7YwqvZRVFRkAmZmZqZpmqZZUlJiOp1Oc/ny5Y377N692wTMdevWWRVmm5SXl5upqanmqlWrzClTpphz5841TTN02jh//nzzggsuaPF5r9drJiQkmH/6058at5WUlJhut9t89dVXOyPEVoVybnWkhQsXmunp6VaHEXQA86233mr8ORhypD2Eep6d2o8Fs5b6rWDUWh8lEkh05akd1dXVsWXLFqZOndq4zWazMXXqVNatW2dhZO2jtLQUgF69egGwZcsW6uvrm7Q3LS2Nfv36BV17Z8+ezY9+9KMmbYHQaePbb7/NuHHjuOqqq+jduzejR4/m+eefb3z+4MGDFBYWNmlnVFQUEydODIh2hnpudbScnBySkpIYOHAg1113HXl5eVaHFHQCPUfaQ1fIs1P7sWDWUr8VjFrro0QCiYqndnT8+HE8Hg/x8fFNtsfHx1NYWGhRVO3D6/Uyb948MjIyGDFiBACFhYW4XC6io6Ob7Bts7X3ttdfYunUrixcvPu25UGnjgQMHWLp0KampqXz44Yfcfvvt3HXXXbz44osAjW0J1L/dUM6tjjZx4kSWLVvGBx98wNKlSzl48CCTJ0+mvLzc6tCCSqDnSHsI9Txrrh8LVmfqt4JRa32USCBxWB2ABIfZs2ezc+fOkLtXIj8/n7lz57Jq1SrCwsKsDqfDeL1exo0bx8MPPwzA6NGj2blzJ8888ww33nijxdFJR7rkkksa/3/UqFFMnDiR/v3788YbbzBr1iwLIxPpXKHSj4Viv6U+SoKJrjy1o9jYWOx2+2kzsR09epSEhASLojp7c+bM4d133+XTTz+lb9++jdsTEhKoq6ujpKSkyf7B1N4tW7ZQVFTEmDFjcDgcOBwOMjMzeeKJJ3A4HMTHxwd9GwESExMZNmxYk21Dhw5tHL71dVsC9W83VHPLCtHR0QwePJh9+/ZZHUpQCfQcaQ+hnGct9WPBqLV+y+PxWB3id9ZaHyUSSFQ8tSOXy8XYsWP5+OOPG7d5vV4+/vhjJk2aZGFkbWOaJnPmzOGtt97ik08+YcCAAU2eHzt2LE6ns0l7s7OzycvLC5r2XnzxxezYsYOsrKzGx7hx47juuusa/z/Y2wiQkZFx2vS8e/fupX///gAMGDCAhISEJu0sKytjw4YNAdHOUMstK1VUVLB//34SExOtDiWoBHqOtIdQzLPW+rFg1Fq/ZbfbrQ7xO2utjxIJKFbPWBFqXnvtNdPtdpvLli0zd+3aZd56661mdHS0WVhYaHVo39ntt99uRkVFmatXrzYLCgoaH1VVVY37/PKXvzT79etnfvLJJ+bmzZvNSZMmmZMmTbIw6rN36qxFodDGjRs3mg6Hw3zooYfMnJwc8+WXXzYjIiLMl156qXGfRx55xIyOjjZXrlxpfvHFF+aPf/xjc8CAAWZ1dbWFkX8jlHKrM/361782V69ebR48eNBcu3atOXXqVDM2NtYsKiqyOrSAU15ebm7bts3ctm2bCZiPPfaYuW3bNvOrr74yTTPwc6Q9hFqe+dOPhYJgn23Pnz5KJFCoeOoATz75pNmvXz/T5XKZEyZMMNevX291SG0CNPt44YUXGveprq4277jjDrNnz55mRESEecUVV5gFBQXWBd0OTu2EQqWN77zzjjlixAjT7XabaWlp5nPPPdfkea/Xa95///1mfHy86Xa7zYsvvtjMzs62KNrmhUpudaarr77aTExMNF0ul9mnTx/z6quvNvft22d1WAHp008/bfY978YbbzRNMzhypD2EUp7504+FgmAvnkyz9T5KJFAYpmmanX21S0REREREJNjonicRERERERE/qHgSERERERHxg4onERERERERP6h4EhERERER8YOKJxERERERET+oeBIREREREfGDiicRERERERE/qHgSERERERHxg4onCQgzZ85k+vTpfu174YUXMm/evDPuk5KSwp///OfGnw3DYMWKFQDk5uZiGAZZWVltilUkVKxevRrDMCgpKbE6FJEu5bv0eSISWBxWByCB68ILL+Tcc89tUoR0xDEdYdOmTXTr1s3SGEQCzan5ef7551NQUEBUVJS1gYl0MUuWLME0TavDEJE2UPEkISkuLs7qEEQCnsvlIiEhweowRLocfWEhErw0bE+aNXPmTDIzM1myZAmGYWAYBrm5uWRmZjJhwgTcbjeJiYn85je/oaGh4YzHeDweZs2axYABAwgPD2fIkCEsWbLkrOJraGhgzpw5REVFERsby/3339/kW7xTh+2JdHXN5eeyZcuaDNtbtmwZ0dHRrFixgtTUVMLCwpg2bRr5+fnWBi8SpP7xj38wcuRIwsPDiYmJYerUqVRWVjYZtvf1UPJTHxdeeGHjedasWcPkyZMJDw8nOTmZu+66i8rKSmsaJdLFqXiSZi1ZsoRJkyZxyy23UFBQQEFBAU6nk0svvZTx48ezfft2li5dyt/+9jcWLVrU4jHJycl4vV769u3L8uXL2bVrFwsWLOB3v/sdb7zxRpvje/HFF3E4HGzcuJElS5bw2GOP8de//rW9mi8SclrKz1NVVVXx0EMP8fe//521a9dSUlLCNddcY0HEIsGtoKCAa6+9lptvvpndu3ezevVqZsyYcdpwveTk5MacLCgoYNu2bcTExPC9730PgP379/PDH/6QK6+8ki+++ILXX3+dNWvWMGfOHCuaJdLladieNCsqKgqXy0VERETjsJ57772X5ORknnrqKQzDIC0tjSNHjjB//nwWLFjQ7DEAdrudBx98sPHnAQMGsG7dOt544w1++tOftim+5ORkHn/8cQzDYMiQIezYsYPHH3+cW2655ewaLhKimsvPPXv2nLZffX09Tz31FBMnTgR8X1QMHTqUjRs3MmHChE6NWSSYFRQU0NDQwIwZM+jfvz8AI0eOPG0/u93emJM1NTVMnz6dSZMm8cADDwCwePFirrvuusaJklJTU3niiSeYMmUKS5cuJSwsrFPaIyI+uvIkftu9ezeTJk3CMIzGbRkZGVRUVHDo0KEzHvv0008zduxY4uLiiIyM5LnnniMvL6/NsZx33nlN4pg0aRI5OTl4PJ42n1NEwOFwMH78+Maf09LSiI6OZvfu3RZGJRJ80tPTufjiixk5ciRXXXUVzz//PMXFxWc85uabb6a8vJxXXnkFm833EW379u0sW7aMyMjIxse0adPwer0cPHiwM5oiIt+i4kk63GuvvcY999zDrFmz+Oijj8jKyuKmm26irq7O6tBEREQ6hN1uZ9WqVbz//vsMGzaMJ598kiFDhrRY8CxatIgPP/yQt99+m+7duzdur6io4LbbbiMrK6vxsX37dnJychg0aFBnNUdE/oeG7UmLXC5Xkys5Q4cO5c0338Q0zcarPmvXrqV79+707du32WO+3uf888/njjvuaNy2f//+s4ptw4YNTX5ev349qamp2O32szqvSChrLj9P1dDQwObNmxuH6GVnZ1NSUsLQoUM7I0SRkGIYBhkZGWRkZLBgwQL69+/PW2+9ddp+b775Jr///e95//33TyuIxowZw65duzjnnHM6K2wROQNdeZIWpaSksGHDBnJzczl+/Dh33HEH+fn53HnnnezZs4eVK1eycOFC7r777sbhBace4/V6SU1NZfPmzXz44Yfs3buX+++/n02bNp1VbHl5edx9991kZ2fz6quv8uSTTzJ37tz2aLZIyGouP0/ldDq588472bBhA1u2bGHmzJmcd955ut9J5DvasGEDDz/8MJs3byYvL49//vOfHDt27LQvInbu3MkNN9zA/PnzGT58OIWFhRQWFnLy5EkA5s+fz+eff86cOXPIysoiJyeHlStXasIIEYuoeJIW3XPPPdjtdoYNG0ZcXBz19fW89957bNy4kfT0dH75y18ya9Ys7rvvvhaPycvL47bbbmPGjBlcffXVTJw4kRMnTjS5CtUWN9xwA9XV1UyYMIHZs2czd+5cbr311rNtskhIay4/TxUREcH8+fP52c9+RkZGBpGRkbz++usWRCsS3Hr06MFnn33GpZdeyuDBg7nvvvt49NFHueSSS5rst3nzZqqqqli0aBGJiYmNjxkzZgAwatQoMjMz2bt3L5MnT2b06NEsWLCApKQkK5ol0uUZppa4FhERfOs8zZs3r3HdJxEREWlKV55ERERERET8oOJJAkpeXl6T6VhPfZzN9OYiIiIiImdDw/YkoDQ0NJCbm9vi8ykpKTgcmiRSRERERDqfiicRERERERE/aNieiIiIiIiIH1Q8iYiIiIiI+EHFk4iIiIiIiB9UPImIiIiIiPhBxZOIiIiIiIgfVDyJiIiIiIj4QcWTiIiIiIiIH1Q8iYiIiIiI+OH/Az6QpxAjhm3yAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 850.25x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df, hue=\"sex\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2564e9c-eaee-4a02-b5de-fe11e00f532f",
   "metadata": {},
   "source": [
    "## Bivariate Plotting For Num vs Categorical Columns - Box Plot, Violin Plot, Boxen Plot and Histogram Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "0a3249c2-ba59-4a36-958a-6158185e933e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(3,3))\n",
    "\n",
    "ax.set_title(\"Histogram Plot\")\n",
    "sns.histplot(data=df, x='total_bill', hue=\"day\", alpha=0.3, ax=ax)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "1ba5b4c3-1ad0-4815-938d-6b59be546cd7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 4, figsize=(10, 3), constrained_layout=True)\n",
    "fig.suptitle(\"Numerical vs Categorical Feature Visualization with Seaborn\")\n",
    "\n",
    "axs[0].set_title(\"Box Plot\")\n",
    "sns.boxplot(data=df, x='day', y='total_bill', ax=axs[0])\n",
    "\n",
    "axs[1].set_title(\"Violin Plot\")\n",
    "sns.violinplot(data=df, x='day', y='total_bill', ax=axs[1])\n",
    "\n",
    "axs[2].set_title(\"Boxen Plot\")\n",
    "sns.boxenplot(data=df, x='day', y='total_bill', ax=axs[2])\n",
    "\n",
    "axs[3].set_title(\"Histogram Plot\")\n",
    "sns.histplot(data=df.loc[df['day']==\"Sat\"], x='total_bill', alpha=0.3, ax=axs[3], label=\"Sat\")\n",
    "sns.histplot(data=df.loc[df['day']==\"Fri\"], x='total_bill', alpha=0.3, ax=axs[3], label=\"Fri\")\n",
    "axs[3].legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cfb62f9b-e29c-45ab-9cf4-8847d8f386bc",
   "metadata": {},
   "source": [
    "## Multi-plot Grid using FacetGrid\n",
    "\n",
    "Let's answer this question:  \n",
    "<b>Which gender pays more?</b>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "559dbcf7-9545-4b10-a521-ab721a8be64e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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3X+zduxevv/46/vjjDwwaNAgPHjwAULPzy7FjxxAQEIAmTZrA0tISNjY2+PDDDwGg3M+sVatW5Z4pU7bPsvugrl+/Dg8Pj3JxV/bzquzcZmpqChsbG5Wy6vwciUg9eM8KkQ64u7tj5MiRWLlyZbmpRgGU64TLVHVD56PfyFdVBkDlZuDS0lJ06NABS5YsqXBbJycnldeVffNYG5988glmz56NMWPG4KOPPpLuK5k8ebJGpowt2+fixYvLTVNbpmz8/8SJExETE4PJkyfDz88PSqVSel5LXWOr7Of4eNuW1bN+/XrY29uX2746Mz/Z2tqif//++PnnnxEdHY0dO3bg/v37GDFixBPf+/nnnyMkJATbtm3D3r17MWnSJCxYsAAnTpxAixYtanScaqI933//fcTHx2P//v0qExIA2j+2KlKd37+KGBsbw9fXF0eOHMHVq1eRnp4Of39/2NnZoaioCCdPnsTRo0fh6elZ7o9obcX4KIVCgf79+6N///4wNjbG2rVrcfLkSfTq1ava55dr166hX79+8PT0xJIlS+Dk5AQTExPs3LkTUVFRWvmZVXZuq6yNiEg7mKwQ6cisWbPw/fffV3gja9m3m4/O/AOU/yZQHVq2bIkzZ86gX79+1X769ZPY2NhAoVDg3LlzVW73008/oU+fPvjuu+9UyjMzM8tdEVKHsiE5CoUCAQEBT4wtODhYZfa0Bw8elPuZVNVmzZo1K7d9YWFhtYf/lcVra2v7xHirMmLECOzevRu7du3Chg0boFAoMGjQoGq9t0OHDujQoQNmzZqF48ePo0ePHlixYgXmz59fo+O0uu1ZXbGxsVi6dCmWLl2KXr16VVhfdY6tmhzzLi4u2L9/P+7fv69ydSUpKUlary7+/v5YtGgR9u/fD2tra3h6ekImk6Fdu3Y4evQojh49Wq2nuKvrd7q6unTpgrVr10rHeHXPLzt27EBBQQG2b9+ucrWnsqGOV69ehRBCZZ+XL18G8H/PVHJxccGlS5fKvVcTPy8i0hwOAyPSkZYtW2LkyJH45ptvpDHWZRQKBaytrVXuMwCgMiZfXYYNG4abN29i1apV5dbl5+dLs1LVhIGBAQYPHowdO3bg9OnT5daXfWtraGhY7hvcTZs24ebNmzWuszo6d+6Mli1b4rPPPpOme33U3bt3pf9XFNuXX35Z7qpB2bNQKvqju2XLluV+hitXrqz2lKeBgYFQKBT45JNPUFRUVGW8VRk8eDDMzc3x9ddfY9euXRgyZMgTn6mSnZ2N4uJilbIOHTrAwMBAmnK2JsdpdduzOs6dO4dx48Zh5MiRePfddyvcprrHVlU/v8c999xzKCkpwVdffaVSHhUVBZlMhqCgoBp8iqr5+/ujoKAAS5cuxbPPPiv9Ue7v74/169fj1q1b1bpfpUmTJrVOCCuTl5eH+Pj4CteV3bdTNvyquueXsqsXj/7MsrKyEBMTU2E9t27dwpYtW6TX2dnZWLduHTp27ChdhXzuuefwv//9TyXW3NxcrFy5Eq6urk+8946I9AOvrBDp0MyZM7F+/XpcunQJ7dq1U1k3btw4LFy4EOPGjUOXLl1w5MgR6ZtDdXrjjTfw448/4u2338ahQ4fQo0cPlJSUICkpCT/++CP27NlT4U3yT/LJJ59g79696NWrlzRlaVpaGjZt2oTffvsNlpaW+M9//oN58+Zh9OjR6N69O86ePYv//ve/cHd3V/vnBB4mUd9++y2CgoLQrl07jB49Gk899RRu3ryJQ4cOQaFQYMeOHQCA//znP1i/fj2USiXatm0rDTd6fMrZjh07wtDQEIsWLUJWVhbkcrn0rIhx48bh7bffxtChQ9G/f3+cOXMGe/bsqfZVI4VCgeXLl+ONN97A008/jeHDh8PGxgapqan49ddf0aNHj3J/OFfEwsICgwcPlu5bqc4QsIMHDyIsLAyvvPIK2rRpg+LiYqxfvx6GhoYYOnSotF11j9Pqtmd1jB49GgDQs2dPfP/99yrrunfvDnd392ofWy1btoSlpSVWrFiBpk2bokmTJvD19a3w/oVBgwahT58+mDlzJlJSUuDj44O9e/di27ZtmDx5crlpgevCz88PRkZGuHTpkjTtcNlnLnv2SHWSlc6dO2P//v1YsmQJHB0d4ebmBl9f3zrFlpeXh+7du+OZZ57BwIED4eTkhMzMTGzduhVHjx7F4MGD0alTJwDVP78MGDAAJiYmGDRoEN566y3k5ORg1apVsLW1rfBKZJs2bTB27FicOnUKdnZ2WL16NW7fvq2S3EyfPh0bN25EUFAQJk2aBCsrK6xduxbJycn4+eef+cBHovpCN5OQETUuj05d/LiyqTEfnbpYiIfTeI4dO1YolUrRtGlTMWzYMHHnzp1Kpy6+e/duuf02adKkXH2PT5MshBCFhYVi0aJFol27dkIul4tmzZqJzp07i8jISJGVlSVtB0CEhoZW+Bkfj0sIIa5fvy5GjRolbGxshFwuF+7u7iI0NFQUFBQIIR5OLztlyhTh4OAgzMzMRI8ePUR8fLzo1auX6NWrl7Sfmk5dXNV0u0I8nJZ3yJAhonnz5kIulwsXFxcxbNgwceDAAWmbf//9V4wePVpYW1sLCwsLERgYKJKSkspNOyyEEKtWrRLu7u7C0NBQZdrdkpISMW3aNGFtbS3Mzc1FYGCguHr1aqVTF1d0fJR9rsDAQKFUKoWpqalo2bKlCAkJEadPn67ycz7q119/FQCEg4NDuSl9y+p4NPa//vpLjBkzRrRs2VKYmpoKKysr0adPH7F//36V91X3OK1ue1Zn6uKyqWsrWsqOkeoeW0IIsW3bNtG2bVthZGSkso+Kpky+f/++eO+994Sjo6MwNjYWrVu3FosXL1aZCluIyn9XKjp+KtO1a1cBQJw8eVIq+/vvvwUA4eTkVG77iqYuTkpKEj179hRmZmYCgFR3ZeeNsmMxOTm50riKiorEqlWrxODBg4WLi4uQy+XC3NxcdOrUSSxevFj6/S5T3fPL9u3bhbe3tzA1NRWurq5i0aJFYvXq1eXicXFxEc8//7zYs2eP8Pb2FnK5XHh6elb4e3/t2jXx8ssvC0tLS2Fqaiq6desmfvnlF5VtqjpvVHYeraitiUgzZELU4C46IiIiIiIiLeE1UCIiIiIi0ktMVoiIiIiISC8xWSEiIiIiIr3EZIWIiIiIiPQSkxUiIiIiItJLTFaIiIiIiEgvMVkhIiIiIiK9xGSFiIiIiIj0EpMVIiIiIiLSS0xWiIiIiIhILzFZISIiIiIivcRkhRokV1dXhISE6DqMBq13797o3bu3rsMgIlIr9h+ax/6DaoLJCum9NWvWQCaT4fTp0xWu7927N9q3b1/nenbu3Im5c+fWeT/1naurK2QymbTY2trC398fW7ZsUcv+8/LyMHfuXBw+fFgt+yMiqgz7D+1i/0GawGSFGqRLly5h1apVNXrPzp07ERkZqaGI6peOHTti/fr1WL9+PaZOnYpbt25hyJAhWLFiRZ33nZeXh8jISHY2RKSX2H/UDfsPUjcjXQdApAlyuVzXIdRYbm4umjRpouswAABPPfUURo4cKb0eNWoUWrVqhaioKLz99ts6jIyISLPYf9QN+w9SN15ZoQbp8THHRUVFiIyMROvWrWFqaormzZvj2Wefxb59+wAAISEhiI6OBgCVS9hlcnNzMWXKFDg5OUEul8PDwwOfffYZhBAq9ebn52PSpEmwtrZG06ZN8cILL+DmzZuQyWQqQwTmzp0LmUyGCxcu4PXXX0ezZs3w7LPPAgD+/PNPhISEwN3dHaamprC3t8eYMWNw7949lbrK9nH58mWMHDkSSqUSNjY2mD17NoQQuHHjBl588UUoFArY29vj888/r3V72tvbw8vLC8nJyVVud+fOHYwdOxZ2dnYwNTWFj48P1q5dK61PSUmBjY0NACAyMlJqZw6fICJ9wf6D/QfpF15ZoXojKysLGRkZ5cqLioqe+N65c+diwYIFGDduHLp164bs7GycPn0av//+O/r374+33noLt27dwr59+7B+/XqV9woh8MILL+DQoUMYO3YsOnbsiD179uD999/HzZs3ERUVJW0bEhKCH3/8EW+88QaeeeYZxMXF4fnnn680rldeeQWtW7fGJ598InVc+/btw19//YXRo0fD3t4e58+fx8qVK3H+/HmcOHFCpRMEgFdffRVeXl5YuHAhfv31V8yfPx9WVlb45ptv0LdvXyxatAj//e9/MXXqVHTt2hU9e/Z8Yns9rqioCDdu3EDz5s0r3SY/Px+9e/fG1atXERYWBjc3N2zatAkhISHIzMzEu+++CxsbGyxfvhzvvPMOXnrpJQwZMgQA4O3tXeOYiIiqi/0H+w+qxwSRnouJiREAqlzatWun8h4XFxcRHBwsvfbx8RHPP/98lfWEhoaKin4ltm7dKgCI+fPnq5S//PLLQiaTiatXrwohhEhISBAAxOTJk1W2CwkJEQBERESEVBYRESEAiNdee61cfXl5eeXKNm7cKACII0eOlNvH+PHjpbLi4mLRokULIZPJxMKFC6Xyf//9V5iZmam0SWVcXFzEgAEDxN27d8Xdu3fFmTNnxPDhwwUAMXHiRGm7Xr16iV69ekmvly5dKgCI77//XiorLCwUfn5+wsLCQmRnZwshhLh792659iAi0gT2H+w/qP7jMDCqN6Kjo7Fv375yS3W+VbG0tMT58+dx5cqVGte7c+dOGBoaYtKkSSrlU6ZMgRACu3btAgDs3r0bADBhwgSV7SZOnFjpvisav2tmZib9/8GDB8jIyMAzzzwDAPj999/LbT9u3Djp/4aGhujSpQuEEBg7dqxUbmlpCQ8PD/z111+VxvKovXv3wsbGBjY2NvDx8cGmTZvwxhtvYNGiRZW+Z+fOnbC3t8drr70mlRkbG2PSpEnIyclBXFxcteomIlI39h/sP6j+4jAwqje6deuGLl26lCtv1qxZhZf3HzVv3jy8+OKLaNOmDdq3b4+BAwfijTfeqFZHdf36dTg6OqJp06Yq5V5eXtL6sn8NDAzg5uamsl2rVq0q3ffj2wLAP//8g8jISMTGxuLOnTsq67Kysspt7+zsrPJaqVTC1NQU1tbW5cofH7dcGV9fX8yfPx8ymQzm5ubw8vKCpaVlle+5fv06WrduDQMD1e9AHm8nIiJtY//B/oPqLyYr1Cj07NkT165dw7Zt27B37158++23iIqKwooVK1S+WdK2R78FKzNs2DAcP34c77//Pjp27AgLCwuUlpZi4MCBKC0tLbe9oaFhtcoAlLuhszLW1tYICAio1rZERA0Z+4+H2H+QrnAYGDUaVlZWGD16NDZu3IgbN27A29tbZRaRx288LOPi4oJbt27h/v37KuVJSUnS+rJ/S0tLy814cvXq1WrH+O+//+LAgQOYPn06IiMj8dJLL6F///5wd3ev9j50xcXFBVeuXCnXIT7eTpW1MxGRvmL/oVnsP6gqTFaoUXj88rWFhQVatWqFgoICqaxsjvrMzEyVbZ977jmUlJTgq6++UimPioqCTCZDUFAQACAwMBAA8PXXX6ts9+WXX1Y7zrJvtB7/Bmvp0qXV3oeuPPfcc0hPT8cPP/wglRUXF+PLL7+EhYUFevXqBQAwNzcHUL6diYj0EfsPzWP/QVXhMDBqFNq2bYvevXujc+fOsLKywunTp/HTTz8hLCxM2qZz584AgEmTJiEwMBCGhoYYPnw4Bg0ahD59+mDmzJlISUmBj48P9u7di23btmHy5Mlo2bKl9P6hQ4di6dKluHfvnjT15OXLlwFU7xshhUKBnj174tNPP0VRURGeeuop7N2794nz0+uD8ePH45tvvkFISAgSEhLg6uqKn376CceOHcPSpUulMdtmZmZo27YtfvjhB7Rp0wZWVlZo37492rdvr+NPQERUHvsPzWP/QVVhskKNwqRJk7B9+3bs3bsXBQUFcHFxwfz58/H+++9L2wwZMgQTJ05EbGwsvv/+ewghMHz4cBgYGGD79u2YM2cOfvjhB8TExMDV1RWLFy/GlClTVOpZt24d7O3tsXHjRmzZsgUBAQH44Ycf4OHhAVNT02rFumHDBkycOBHR0dEQQmDAgAHYtWsXHB0d1dom6mZmZobDhw9j+vTpWLt2LbKzs+Hh4YGYmBiVB6wBwLfffouJEyfivffeQ2FhISIiItjZEJFeYv+heew/qCoyUd07poioVhITE9GpUyd8//33GDFihK7DISKieoL9BxHvWSFSq/z8/HJlS5cuhYGBQa2e/EtERI0D+w+iinEYGJEaffrpp0hISECfPn1gZGSEXbt2YdeuXRg/fjycnJx0HR4REekp9h9EFeMwMCI12rdvHyIjI3HhwgXk5OTA2dkZb7zxBmbOnAkjI343QEREFWP/QVQxJitERERERKSXeM8KERERERHpJSYrRERERESklxr8IMjS0lLcunULTZs2rdZDlYiIqPqEELh//z4cHR1hYNCwvv9i/0FEpDnV7T8afLJy69YtzqJBRKRhN27cQIsWLXQdhlqx/yAi0rwn9R8NPllp2rQpgIcNoVAodBwNEVHDkp2dDScnJ+lc25Cw/yAi0pzq9h8NPlkpu3SvUCjY2RARaUhDHCbF/oOISPOe1H80rAHGRERERETUYDBZISIiIiIivcRkhYiIiIiI9FKDv2eFiOqvkpISFBUV6TqMRs3Y2BiGhoa6DoOISOtKS0tRWFio6zDqLXX1H0xWiEjvCCGQnp6OzMxMXYdCACwtLWFvb98gb6InIqpIYWEhkpOTUVpaqutQ6jV19B9MVohI75QlKra2tjA3N+cfyToihEBeXh7u3LkDAHBwcNBxREREmieEQFpaGgwNDeHk5NTgHnirDersP5isEAAgNTUVGRkZWqvP2toazs7OWquP6o+SkhIpUWnevLmuw2n0zMzMAAB37tyBra0th4RROew/qKEpLi5GXl4eHB0dYW5urutw6i119R9MVgipqanw9PRCfn6e1uo0MzNHUtJFdjhUTtk9Kuwg9EfZz6KoqIjJCqlg/0ENUUlJCQDAxMREx5HUf+roP5isEDIyMpCfnwffMRFQOLhqvL7stBScXB2JjIwMdjZUKQ790h/8WVBl2H9QQ8ZzX92pow2ZrJBE4eAKK2cPXYdBRET1DPsPItIUJitEVG9wbHzNubq6YvLkyZg8ebKuQyEiqtcaWx+UkpICNzc3/PHHH+jYsaPO4mCyQkT1Qn0YGx8SEoK1a9eWK79y5QpatWql7vCIiEhL6kMfBPxfP/TWW29hxYoVKutCQ0Px9ddfIzg4GGvWrFFztJrDZIWI6oX6MjZ+4MCBiImJUSmzsbFRd3hERKRF9aUPAgAnJyfExsYiKipKmpHrwYMH2LBhQ70cLcBkhYjqFX0fGy+Xy2Fvb1+ufNu2bYiMjMSFCxfg6OiI4OBgzJw5E0ZGD0/DMpkMK1aswI4dO3Dw4EG4uLhg9erVsLGxwbhx43Dq1Cn4+Phg/fr1aNmyJQDg2rVrCA8Px4kTJ5CbmwsvLy8sWLAAAQEBlcaXmZmJqVOnYtu2bSgoKECXLl0QFRUFHx8fzTQIEVEDou99EAA8/fTTuHbtGjZv3owRI0YAADZv3gxnZ2e4ublJ2+3evRvz58/HuXPnYGhoCD8/P3zxxRdSH1ORc+fO4f3338fRo0fRpEkTDBgwAFFRUbC2ttbY52GyQjpz8eJFrdan67Gf1HgdPXoUo0aNwrJly+Dv749r165h/PjxAICIiAhpu48++ghLlizBkiVLMG3aNLz++utwd3fHjBkz4OzsjDFjxiAsLAy7du0CAOTk5OC5557Dxx9/DLlcjnXr1mHQoEG4dOlSpcf6K6+8AjMzM+zatQtKpRLffPMN+vXrh8uXL8PKykrzjUFERBo3ZswYxMTESMnK6tWrMXr0aBw+fFjaJjc3F+Hh4fD29kZOTg7mzJmDl156CYmJiRU+CDMzMxN9+/bFuHHjEBUVhfz8fEybNg3Dhg3DwYMHNfZZmKyQ1uVn3QMgw8iRI7VaL+fmJ2345ZdfYGFhIb0OCgrCv//+i+nTpyM4OBgA4O7ujo8++ggffPCBSrIyevRoDBs2DAAwbdo0+Pn5Yfbs2QgMDAQAvPvuuxg9erS0vY+Pj8oVkY8++ghbtmzB9u3bERYWVi623377Df/73/9w584dyOVyAMBnn32GrVu34qeffpISKCIiqt9GjhyJGTNm4Pr16wCAY8eOITY2ViVZGTp0qMp7yq7mX7hwAe3bty+3z6+++gqdOnXCJ598ovIeJycnXL58GW3atNHIZ2GyQlpXlHcfgEDH16fBxs1TK3Vybn7Slj59+mD58uXS6yZNmsDb2xvHjh3Dxx9/LJWXlJTgwYMHyMvLkx6a5e3tLa23s7MDAHTo0EGl7MGDB8jOzoZCoUBOTg7mzp2LX3/9FWlpaSguLkZ+fj5SU1MrjO3MmTPIyclB8+bNVcrz8/Nx7dq1un94IiLSCzY2Nnj++eexZs0aCCHw/PPPlxuqdeXKFcyZMwcnT55ERkYGSktLATycTKCiZOXMmTM4dOiQyhdyZa5du8ZkhRoeC1tnvR/3SVRTTZo0KTfzV05ODiIjIzFkyJBy25uamkr/NzY2lv5f9iCtisrKOpSpU6di3759+Oyzz9CqVSuYmZnh5ZdfRmFhYYWx5eTkwMHBQeWbtTKWlpbV+4BERFQvlA0dBoDo6Ohy6wcNGgQXFxesWrUKjo6OKC0tRfv27avsQwYNGoRFixaVW+fg4KDe4B/BZIWISMOefvppXLp0Se3TFx87dgwhISF46aWXADzsSFJSUqqMIz09HUZGRnB1dVVrLEREpF8GDhyIwsJCyGQyaThxmXv37uHSpUtYtWoV/P39ATwcKlyVp59+Gj///DNcXV2lyWG0ofzdM0REpFZz5szBunXrEBkZifPnz+PixYuIjY3FrFmz6rTf1q1bY/PmzUhMTMSZM2fw+uuvS1ddKhIQEAA/Pz8MHjwYe/fuRUpKCo4fP46ZM2fi9OnTdYqFiIj0i6GhIS5evIgLFy7A0NBQZV2zZs3QvHlzrFy5ElevXsXBgwcRHh5e5f5CQ0Pxzz//4LXXXsOpU6dw7do17NmzB6NHj0ZJSYnGPodOr6wsWLAAmzdvRlJSEszMzNC9e3csWrQIHh7/NzTowYMHmDJlCmJjY1FQUIDAwEB8/fXX0nhuImpcstNS6l09gYGB+OWXXzBv3jwsWrQIxsbG8PT0xLhx4+q03yVLlmDMmDHo3r07rK2tMW3aNGRnZ1e6vUwmw86dOzFz5kyMHj0ad+/ehb29PXr27MlzKhFRNdS3PkihUFRYbmBggNjYWEyaNAnt27eHh4cHli1bht69e1e6L0dHRxw7dgzTpk3DgAEDUFBQABcXFwwcOLDC2cPURafJSlxcHEJDQ9G1a1cUFxfjww8/xIABA3DhwgU0adIEAPDee+/h119/xaZNm6BUKhEWFoYhQ4bg2LFjugydiLTM2toaZmbmOLk6Umt1mpmZ12ju+KqeCBwYGFjuMvyjhBAqr11dXcuV9e7dW6XM1dW13HSRoaGhKq8fHxbWtGlTLFu2DMuWLas0FiIiUlUf+iCg6n4IALZu3Sr9PyAgABcuXFBZ/3gf83g/VHZFX5t0mqzs3r1b5fWaNWtga2uLhIQE9OzZE1lZWfjuu++wYcMG9O3bFwAQExMDLy8vnDhxAs8884wuwiYiHXB2dkZS0kVkZGRorU4+m4eIiAD2QbqkVzfYZ2VlAYD0YLKEhAQUFRWpPI3Z09MTzs7OiI+PrzBZKSgoQEFBgfS6qiERRFS/ODs788RNREQ6wT5IN/TmBvvS0lJMnjwZPXr0kOZ2Tk9Ph4mJSbkpNe3s7JCenl7hfhYsWAClUiktTk5Omg6diIiIiIg0QG+SldDQUJw7dw6xsbF12s+MGTOQlZUlLTdu3FBThEREREREpE16MQwsLCwMv/zyC44cOYIWLVpI5fb29igsLERmZqbK1ZXbt2/D3t6+wn3J5XLI5XJNh0xEGvb4TX2kO/xZEFFjxHNf3amjDXV6ZUUIgbCwMGzZsgUHDx6Em5ubyvrOnTvD2NgYBw4ckMouXbqE1NRU+Pn5aTtcItKCsie25+Xl6TgSKlP2syj72RARNWRlzySp7EnuVH3q6D90emUlNDQUGzZswLZt29C0aVPpPhSlUgkzMzMolUqMHTsW4eHhsLKygkKhwMSJE+Hn58eZwIgaKENDQ1haWuLOnTsAAHNzc8hkMh1H1TgJIZCXl4c7d+7A0tKy3EPFiIgaIiMjI5ibm+Pu3bswNjbW6DNEGip19h86TVaWL18OAOUeQBMTE4OQkBAAQFRUFAwMDDB06FCVh0ISUcNVNsyzLGEh3bK0tKx06C0RUUMjk8ng4OCA5ORkXL9+Xdfh1Gvq6D90mqxUZxybqakpoqOjER0drYWIiEgflHUUtra2KCoq0nU4jZqxsTGvqBBRo2NiYoLWrVtzKFgdqKv/0Isb7ImIKmJoaMg/lImISCcMDAxgamqq6zAaPQ7CIyIiIiIivcRkhYiIiIiI9BKTFSIiIiIi0ktMVoiIiIiISC8xWSEiIiIiIr3EZIWIiIiIiPQSkxUiIiIiItJLTFaIiKjeWb58Oby9vaFQKKBQKODn54ddu3ZJ6x88eIDQ0FA0b94cFhYWGDp0KG7fvq3DiImIqDaYrBARUb3TokULLFy4EAkJCTh9+jT69u2LF198EefPnwcAvPfee9ixYwc2bdqEuLg43Lp1C0OGDNFx1EREVFN8gj0REdU7gwYNUnn98ccfY/ny5Thx4gRatGiB7777Dhs2bEDfvn0BADExMfDy8sKJEyfwzDPPVLjPgoICFBQUSK+zs7M19wGIiKhaeGWFiIjqtZKSEsTGxiI3Nxd+fn5ISEhAUVERAgICpG08PT3h7OyM+Pj4SvezYMECKJVKaXFyctJG+EREVAUmK0REVC+dPXsWFhYWkMvlePvtt7Flyxa0bdsW6enpMDExgaWlpcr2dnZ2SE9Pr3R/M2bMQFZWlrTcuHFDw5+AiIiehMPAiIioXvLw8EBiYiKysrLw008/ITg4GHFxcbXen1wuh1wuV2OERERUV0xWiIioXjIxMUGrVq0AAJ07d8apU6fwxRdf4NVXX0VhYSEyMzNVrq7cvn0b9vb2OoqWiIhqg8PAiIioQSgtLUVBQQE6d+4MY2NjHDhwQFp36dIlpKamws/PT4cREhFRTfHKChER1TszZsxAUFAQnJ2dcf/+fWzYsAGHDx/Gnj17oFQqMXbsWISHh8PKygoKhQITJ06En59fpTOBERGRfmKyQkRE9c6dO3cwatQopKWlQalUwtvbG3v27EH//v0BAFFRUTAwMMDQoUNRUFCAwMBAfP311zqOmoiIaorJChER1TvfffddletNTU0RHR2N6OhoLUVERESawHtWiIiIiIhILzFZISIiIiIivcRhYERERA1EamoqMjIytFbfxYsXtVYXETVOTFaIiIgagNTUVHh6eiE/P0/rdRcVFGq9TiJqHJisEBERNQAZGRnIz8+D75gIKBxctVJn2tl4nNu+EsXFxVqpj4gaHyYrREREDYjCwRVWzh5aqSs7LUUr9RBR48Ub7ImIiIiISC8xWSEiIiIiIr3EZIWIiIiIiPQSkxUiIiIiItJLTFaIiIiIiEgvMVkhIiIiIiK9xGSFiIiIiIj0kk6TlSNHjmDQoEFwdHSETCbD1q1bVdaHhIRAJpOpLAMHDtRNsEREREREpFU6TVZyc3Ph4+OD6OjoSrcZOHAg0tLSpGXjxo1ajJCIiIiIiHRFp0+wDwoKQlBQUJXbyOVy2NvbaykiIiIiIiLSF3p/z8rhw4dha2sLDw8PvPPOO7h3716V2xcUFCA7O1tlISIiIiKi+kevk5WBAwdi3bp1OHDgABYtWoS4uDgEBQWhpKSk0vcsWLAASqVSWpycnLQYMRERERERqYtOh4E9yfDhw6X/d+jQAd7e3mjZsiUOHz6Mfv36VfieGTNmIDw8XHqdnZ3NhIWIiIiIqB7S6ysrj3N3d4e1tTWuXr1a6TZyuRwKhUJlISIiIiKi+qdeJSt///037t27BwcHB12HQkREREREGqbTYWA5OTkqV0mSk5ORmJgIKysrWFlZITIyEkOHDoW9vT2uXbuGDz74AK1atUJgYKAOoyYiIiIiIm3QabJy+vRp9OnTR3pddq9JcHAwli9fjj///BNr165FZmYmHB0dMWDAAHz00UeQy+W6CpmIiIh07OLFi1qtz9raGs7Ozlqtk4ge0mmy0rt3bwghKl2/Z88eLUZDRERE+iw/6x4AGUaOHKnVes3MzJGUdJEJC5EO6PVsYERERERlivLuAxDo+Po02Lh5aqXO7LQUnFwdiYyMDCYrRDrAZIWIiIjqFQtbZ1g5e+g6DCLSgno1GxgRERERETUeTFaIiIiIiEgvMVkhIiIiIiK9VKtkxd3dHffu3StXnpmZCXd39zoHRUREDRP7DyIiqolaJSspKSkoKSkpV15QUICbN2/WOSgiImqY2H8QEVFN1Gg2sO3bt0v/37NnD5RKpfS6pKQEBw4cgKurq9qCIyKihoH9BxER1UaNkpXBgwcDAGQyGYKDg1XWGRsbw9XVFZ9//rnagiMiooaB/QcREdVGjZKV0tJSAICbmxtOnToFa2trjQRFREQNC/sPIiKqjVo9FDI5OVndcRARUSPA/oOIiGqi1k+wP3DgAA4cOIA7d+5I35iVWb16dZ0DIyKihon9BxERVVetkpXIyEjMmzcPXbp0gYODA2QymbrjIiKiBoj9BxER1UStkpUVK1ZgzZo1eOONN9QdDxERNWDsP4iIqCZq9ZyVwsJCdO/eXd2xEBFRA8f+g4iIaqJWycq4ceOwYcMGdcdCREQNHPsPIiKqiVoNA3vw4AFWrlyJ/fv3w9vbG8bGxirrlyxZopbgiIioYVFX/7FgwQJs3rwZSUlJMDMzQ/fu3bFo0SJ4eHio1DVlyhTExsaioKAAgYGB+Prrr2FnZ6fWz0RERJpTq2Tlzz//RMeOHQEA586dU1nHmyWJiKgy6uo/4uLiEBoaiq5du6K4uBgffvghBgwYgAsXLqBJkyYAgPfeew+//vorNm3aBKVSibCwMAwZMgTHjh1T2+chIiLNqlWycujQIXXHQUREjYC6+o/du3ervF6zZg1sbW2RkJCAnj17IisrC9999x02bNiAvn37AgBiYmLg5eWFEydO4JlnnlFLHEREpFm1umeFiIhIn2RlZQEArKysAAAJCQkoKipCQECAtI2npyecnZ0RHx9f4T4KCgqQnZ2tshARkW7V6spKnz59qrxcf/DgwVoHREREDZcm+o/S0lJMnjwZPXr0QPv27QEA6enpMDExgaWlpcq2dnZ2SE9Pr3A/CxYsQGRkZI3rJyIizalVslI23rhMUVEREhMTce7cOQQHB6sjLiIiaoA00X+Ehobi3Llz+O233+oU24wZMxAeHi69zs7OhpOTU532SUREdVOrZCUqKqrC8rlz5yInJ6dOARERUcOl7v4jLCwMv/zyC44cOYIWLVpI5fb29igsLERmZqbK1ZXbt2/D3t6+wn3J5XLI5fIax0BERJqj1ntWRo4cidWrV6tzl0RE1AjUtP8QQiAsLAxbtmzBwYMH4ebmprK+c+fOMDY2xoEDB6SyS5cuITU1FX5+fmqLm4iINKtWV1YqEx8fD1NTU3XukoiIGoGa9h+hoaHYsGEDtm3bhqZNm0r3oSiVSpiZmUGpVGLs2LEIDw+HlZUVFAoFJk6cCD8/P84ERkRUj9QqWRkyZIjKayEE0tLScPr0acyePVstgRERUcOjrv5j+fLlAIDevXurlMfExCAkJATAwyFnBgYGGDp0qMpDIYmIqP6oVbKiVCpVXhsYGMDDwwPz5s3DgAED1BIYERE1POrqP4QQT9zG1NQU0dHRiI6OrnGcRESkH2qVrMTExKg7DiKtuHjxotbqsra2hrOzs9bqI6oP2H8QEVFN1OmelYSEBOmPv3bt2qFTp05qCYpI3fKz7gGQYeTIkVqr08zMHElJF5mwEFWA/QcREVVHrZKVO3fuYPjw4Th8+LA0JWRmZib69OmD2NhY2NjYqDNGojoryrsPQKDj69Ng4+ap8fqy01JwcnUkMjIymKwQPaKx9R+pqanIyMjQSl3avHJMRKQttUpWJk6ciPv37+P8+fPw8vICAFy4cAHBwcGYNGkSNm7cqNYgidTFwtYZVs4eug6DqNFqTP1HamoqPD29kJ+fp9V6iwoKtVofEZEm1SpZ2b17N/bv3y91NADQtm1bREdH8wZ7IiKqVGPqPzIyMpCfnwffMRFQOLhqvL60s/E4t30liouLNV4XEZG21CpZKS0thbGxcblyY2NjlJaWVns/R44cweLFi5GQkIC0tDRs2bIFgwcPltYLIRAREYFVq1YhMzMTPXr0wPLly9G6devahE1ERDqmrv6jPlE4uGrlim52WorG6yAi0rZaPcG+b9++ePfdd3Hr1i2p7ObNm3jvvffQr1+/au8nNzcXPj4+lU4r+emnn2LZsmVYsWIFTp48iSZNmiAwMBAPHjyoTdhERKRj6uo/iIiocajVlZWvvvoKL7zwAlxdXeHk5AQAuHHjBtq3b4/vv/++2vsJCgpCUFBQheuEEFi6dClmzZqFF198EQCwbt062NnZYevWrRg+fHhtQiciIh1SV/9BpG2c+p5IN2qVrDg5OeH333/H/v37kZSUBADw8vJCQECA2gJLTk5Genq6yj6VSiV8fX0RHx9fabJSUFCAgoIC6XV2drbaYiIiorrRRv9BpE6c+p5It2qUrBw8eBBhYWE4ceIEFAoF+vfvj/79+wMAsrKy0K5dO6xYsQL+/v51Diw9PR0AYGdnp1JuZ2cnravIggULEBkZWef6iYhIfbTZfxCpE6e+J9KtGiUrS5cuxZtvvgmFQlFunVKpxFtvvYUlS5botLOZMWMGwsPDpdfZ2dnSUAMiItKN+tB/EFWFU98T6UaNbrA/c+YMBg4cWOn6AQMGICEhoc5BAYC9vT0A4Pbt2yrlt2/fltZVRC6XQ6FQqCxERKRb2uw/iIio4ahRsnL79u0Kp5wsY2RkhLt379Y5KABwc3ODvb09Dhw4IJVlZ2fj5MmT8PPzU0sdRESkHdrsP4iIqOGoUbLy1FNP4dy5c5Wu//PPP+Hg4FDt/eXk5CAxMRGJiYkAHt5Un5iYiNTUVMhkMkyePBnz58/H9u3bcfbsWYwaNQqOjo4qz2IhIiL9p+7+g4iIGocaJSvPPfccZs+eXeFzTvLz8xEREYH//Oc/1d7f6dOn0alTJ3Tq1AkAEB4ejk6dOmHOnDkAgA8++AATJ07E+PHj0bVrV+Tk5GD37t0wNTWtSdhERKRj6u4/iIiocajRDfazZs3C5s2b0aZNG4SFhcHD4+GNZklJSYiOjkZJSQlmzpxZ7f317t0bQohK18tkMsybNw/z5s2rSZhERKRn1N1/EBFR41CjZMXOzg7Hjx/HO++8gxkzZkiJhkwmQ2BgIKKjo8tNNUxERMT+g4iIaqPGD4V0cXHBzp078e+//+Lq1asQQqB169Zo1qyZJuJrlFJTU5GRkaG1+rT5VF4iarzYfxARUU3V6gn2ANCsWTN07dpVnbEQHiYqnp5eyM/P03rdRQWFWq+TiBof9h9ERFRdtU5WSDMyMjKQn58H3zERUDi4aqXOtLPxOLd9JYqLi7VSHxERERFRdTBZ0VMKB1etPSk3Oy1FK/UQEREREdVEjaYuJiIiIiIi0hYmK0REREREpJeYrBARERERkV5iskJERERERHqJyQoREREREeklJitERERERKSXmKwQEREREZFeYrJCRERERER6ickKERERERHpJSYrRERERESkl5isEBERERGRXmKyQkREREREeonJChERERER6SUjXQdA1JBdvHhRq/VZW1vD2dlZq3USERERaQqTFSINyM+6B0CGkSNHarVeMzNzJCVdZMJCREREDQKTFSINKMq7D0Cg4+vTYOPmqZU6s9NScHJ1JDIyMpisEBERUYPAZIVIgyxsnWHl7KHrMIiIiIjqJSYrRERERHqG9zwSPcRkhYiIiEhP8J5HIlVMVoiIqN45cuQIFi9ejISEBKSlpWHLli0YPHiwtF4IgYiICKxatQqZmZno0aMHli9fjtatW+suaKJq4D2PRKqYrBARUb2Tm5sLHx8fjBkzBkOGDCm3/tNPP8WyZcuwdu1auLm5Yfbs2QgMDMSFCxdgamqqg4iJaob3PBI9xGSFiIjqnaCgIAQFBVW4TgiBpUuXYtasWXjxxRcBAOvWrYOdnR22bt2K4cOHazNUIiKqAyYrRA2MNm/K5A2ZpI+Sk5ORnp6OgIAAqUypVMLX1xfx8fGVJisFBQUoKCiQXmdnZ2s8ViJ9wv6D9BGTFaIGQhc3ZfKGTNJH6enpAAA7OzuVcjs7O2ldRRYsWIDIyEiNxkakj9h/kD5jskLUQGj7pkzekEkNzYwZMxAeHi69zs7OhpOTkw4jItIO9h+kz5isEDUwvCmTGjt7e3sAwO3bt+Hg4CCV3759Gx07dqz0fXK5HHK5XNPhEekt9h+kjwx0HQAREZE6ubm5wd7eHgcOHJDKsrOzcfLkSfj5+ekwMiIiqileWSEiononJycHV69elV4nJycjMTERVlZWcHZ2xuTJkzF//ny0bt1amrrY0dFR5VksRESk//T6ysrcuXMhk8lUFk9P7TwgiYiI9Nfp06fRqVMndOrUCQAQHh6OTp06Yc6cOQCADz74ABMnTsT48ePRtWtX5OTkYPfu3XzGChFRPaP3V1batWuH/fv3S6+NjPQ+ZCIi0rDevXtDCFHpeplMhnnz5mHevHlajIqIiNRN7//yNzIykm6WrA7Ok09ERERE1DDo9TAwALhy5QocHR3h7u6OESNGIDU1tcrtFyxYAKVSKS2cdpKIiIiIqH7S62TF19cXa9aswe7du7F8+XIkJyfD398f9+/fr/Q9M2bMQFZWlrTcuHFDixETEREREZG66PUwsKCgIOn/3t7e8PX1hYuLC3788UeMHTu2wvdwnnwiIiIiooZBr6+sPM7S0hJt2rRRma6SiIiIiIgapnqVrOTk5ODatWsqTyQmIiIiIqKGSa+TlalTpyIuLg4pKSk4fvw4XnrpJRgaGuK1117TdWhERERERKRhen3Pyt9//43XXnsN9+7dg42NDZ599lmcOHECNjY2ug6NiIiIiIg0TK+TldjYWF2HQEREREREOqLXyQoR0eNSU1ORkZGhtfqsra3h7OystfqIiIjo/zBZIaJ6IzU1FZ6eXsjPz9NanWZm5khKusiEhYiISAeYrBBRvZGRkYH8/Dz4jomAwsFV4/Vlp6Xg5OpIZGRkMFkhIiLSASYrRFTvKBxcYeXsoeswiIiISMP0eupiIiIiIiJqvJisEBERERGRXmKyQkREREREeonJChERERER6SUmK0REREREpJc4GxgR1cnFixcbZF1ERESke0xWiKhW8rPuAZBh5MiRWq+7qKBQ63USERGR9jFZIaJaKcq7D0Cg4+vTYOPmqZU6087G49z2lSguLtZKfURERKRbTFaIqE4sbJ219oDG7LQUrdRDRERE+oE32BMRERERkV7ilRUiIiIiavBSU1ORkZGhtfqsra3h7OystfqAhvkZmawQERERUYOWmpoKT08v5Ofnaa1OMzNzJCVd1FrC0lA/I5MVIiIiImrQMjIykJ+fB98xEVA4uGq8vuy0FJxcHYmMjAytJSsN9TMyWakGbV5S43MkiKghXsYnItIHCgdXrU0KoysN7TMyWXkCXVxSA/gcCaLGqqFexiciIqoNJitPoO1LanyOBFHj1lAv4xMRPU6bo0k4cqX+YrJSTdq6pMbnSBAR0PAu4xMRlcnPugdAhpEjR2q9bo5cqX+YrBARERGR1hTl3Qcg0PH1abBx89RKnRy5Un8xWSEiIiIirbOwddbaFWSOXKm/+AR7IiIiIiLSS0xWiIiIiIhILzFZISIiIiIivcRkhYiIiIiI9BKTFSIiIiIi0ktMVoiIiIiISC9x6mIiIiIiIg24ePFig6xLm5isEBERERGpUX7WPQAyjBw5Uut1FxUUar1OTWKyQkRERESkRkV59wEIdHx9GmzcPLVSZ9rZeJzbvhLFxcVaqU9b6kWyEh0djcWLFyM9PR0+Pj748ssv0a1bN12HRUREeo79BxHpkoWtM6ycPbRSV3Zailbq0Ta9v8H+hx9+QHh4OCIiIvD777/Dx8cHgYGBuHPnjq5DIyIiPcb+g4io/tP7ZGXJkiV48803MXr0aLRt2xYrVqyAubk5Vq9erevQiIhIj7H/ICKq//R6GFhhYSESEhIwY8YMqczAwAABAQGIj4+v8D0FBQUoKCiQXmdlZQEAsrOzaxVDTk4OAOCf65dQXJBfq33URHbadQBA1s0rMDaSabw+XdTJz9gw6mwUnzE9FQCQkJAgnQs07dKlSwC0eM75/58xJyenVufJsvcIIdQaV12x/2igv5P8jA2iTn7GhlGn1voPocdu3rwpAIjjx4+rlL///vuiW7duFb4nIiJCAODChQsXLlpcbty4oY1uodrYf3DhwoVL/Vie1H/o9ZWV2pgxYwbCw8Ol16Wlpfjnn3/QvHlzyGTayWz1WXZ2NpycnHDjxg0oFApdh6P32F41w/aqmYbQXkII3L9/H46OjroOpc70uf9oCMeKJrF9qsb2qRrbp2qaap/q9h96naxYW1vD0NAQt2/fVim/ffs27O3tK3yPXC6HXC5XKbO0tNRUiPWWQqHgL2QNsL1qhu1VM/W9vZRKpa5DKKeh9h/1/VjRNLZP1dg+VWP7VE0T7VOd/kOvb7A3MTFB586dceDAAamstLQUBw4cgJ+fnw4jIyIifcb+g4ioYdDrKysAEB4ejuDgYHTp0gXdunXD0qVLkZubi9GjR+s6NCIi0mPsP4iI6j+9T1ZeffVV3L17F3PmzEF6ejo6duyI3bt3w87OTteh1UtyuRwRERHlhjpQxdheNcP2qhm2l2Y1pP6Dx0rV2D5VY/tUje1TNV23j0wIPZtvkoiIiIiICHp+zwoRERERETVeTFaIiIiIiEgvMVkhIiIiIiK9xGSFiIiIiIj0EpOVBurIkSMYNGgQHB0dIZPJsHXrVpX1QgjMmTMHDg4OMDMzQ0BAAK5cuaKbYPXAggUL0LVrVzRt2hS2trYYPHgwLl26pLLNgwcPEBoaiubNm8PCwgJDhw4t98C5xmL58uXw9vaWHhDl5+eHXbt2SevZVpVbuHAhZDIZJk+eLJWxvagMz91V47m6ajw3Vx/Pxarmzp0LmUymsnh6ekrrddk2TFYaqNzcXPj4+CA6OrrC9Z9++imWLVuGFStW4OTJk2jSpAkCAwPx4MEDLUeqH+Li4hAaGooTJ05g3759KCoqwoABA5Cbmytt895772HHjh3YtGkT4uLicOvWLQwZMkSHUetOixYtsHDhQiQkJOD06dPo27cvXnzxRZw/fx4A26oyp06dwjfffANvb2+VcrYXleG5u2o8V1eN5+bq4bm4Yu3atUNaWpq0/Pbbb9I6nbaNoAYPgNiyZYv0urS0VNjb24vFixdLZZmZmUIul4uNGzfqIEL9c+fOHQFAxMXFCSEeto+xsbHYtGmTtM3FixcFABEfH6+rMPVKs2bNxLfffsu2qsT9+/dF69atxb59+0SvXr3Eu+++K4TgsUWV47n7yXiufjKem1XxXFyxiIgI4ePjU+E6XbcNr6w0QsnJyUhPT0dAQIBUplQq4evri/j4eB1Gpj+ysrIAAFZWVgCAhIQEFBUVqbSZp6cnnJ2dG32blZSUIDY2Frm5ufDz82NbVSI0NBTPP/+8SrsAPLao+njuLo/n6srx3Fwxnosrd+XKFTg6OsLd3R0jRoxAamoqAN23jd4/wZ7ULz09HQDKPcXZzs5OWteYlZaWYvLkyejRowfat28P4GGbmZiYwNLSUmXbxtxmZ8+ehZ+fHx48eAALCwts2bIFbdu2RWJiItvqMbGxsfj9999x6tSpcut4bFF18dytiufqivHcXDmeiyvn6+uLNWvWwMPDA2lpaYiMjIS/vz/OnTun87ZhskL0mNDQUJw7d05lrCaV5+HhgcTERGRlZeGnn35CcHAw4uLidB2W3rlx4wbeffdd7Nu3D6amproOh6jB4Lm6Yjw3V4zn4qoFBQVJ//f29oavry9cXFzw448/wszMTIeR8Qb7Rsne3h4Ays3icPv2bWldYxUWFoZffvkFhw4dQosWLaRye3t7FBYWIjMzU2X7xtxmJiYmaNWqFTp37owFCxbAx8cHX3zxBdvqMQkJCbhz5w6efvppGBkZwcjICHFxcVi2bBmMjIxgZ2fH9qJq4bn7//BcXTmemyvGc3HNWFpaok2bNrh69arOjx0mK42Qm5sb7O3tceDAAaksOzsbJ0+ehJ+fnw4j0x0hBMLCwrBlyxYcPHgQbm5uKus7d+4MY2NjlTa7dOkSUlNTG22bPa60tBQFBQVsq8f069cPZ8+eRWJiorR06dIFI0aMkP7P9qLq4Lmb5+ra4Ln5IZ6LayYnJwfXrl2Dg4OD7o8djd/CTzpx//598ccff4g//vhDABBLliwRf/zxh7h+/boQQoiFCxcKS0tLsW3bNvHnn3+KF198Ubi5uYn8/HwdR64b77zzjlAqleLw4cMiLS1NWvLy8qRt3n77beHs7CwOHjwoTp8+Lfz8/ISfn58Oo9ad6dOni7i4OJGcnCz+/PNPMX36dCGTycTevXuFEGyrJ3l0Bhoh2F70f3jurhrP1VXjublmeC7+P1OmTBGHDx8WycnJ4tixYyIgIEBYW1uLO3fuCCF02zZMVhqoQ4cOCQDlluDgYCHEwykwZ8+eLezs7IRcLhf9+vUTly5d0m3QOlRRWwEQMTEx0jb5+fliwoQJolmzZsLc3Fy89NJLIi0tTXdB69CYMWOEi4uLMDExETY2NqJfv35SZygE2+pJHu8g2V5UhufuqvFcXTWem2uG5+L/8+qrrwoHBwdhYmIinnrqKfHqq6+Kq1evSut12TYyIYTQ/PUbIiIiIiKimuE9K0REREREpJeYrBARERERkV5iskJERERERHqJyQoREREREeklJitERERERKSXmKwQEREREZFeYrJCRERERER6ickKERERERHpJSYrRHokJCQEgwcPrta2vXv3xuTJk6vcxtXVFUuXLpVey2QybN26FQCQkpICmUyGxMTEWsVKRET6g/0HNVRMVoieoDondXW8RxNOnTqF8ePH6zoMIqJGif0HUd0Z6ToAItIcGxsbXYdARET1EPsP0he8skJUhZCQEMTFxeGLL76ATCaDTCZDSkoK4uLi0K1bN8jlcjg4OGD69OkoLi6u8j0lJSUYO3Ys3NzcYGZmBg8PD3zxxRd1iq+4uBhhYWFQKpWwtrbG7NmzIYSQ1j9+GZ+IiLSD/QeRevDKClEVvvjiC1y+fBnt27fHvHnzAAAlJSV47rnnEBISgnXr1iEpKQlvvvkmTE1NMXfu3ArfY2Njg9LSUrRo0QKbNm1C8+bNcfz4cYwfPx4ODg4YNmxYreJbu3Ytxo4di//97384ffo0xo8fD2dnZ7z55ptqawMiIqo59h9E6sFkhagKSqUSJiYmMDc3h729PQBg5syZcHJywldffQWZTAZPT0/cunUL06ZNw5w5cyp8DwAYGhoiMjJSeu3m5ob4+Hj8+OOPte5snJycEBUVBZlMBg8PD5w9exZRUVHsbIiIdIz9B5F6cBgYUQ1dvHgRfn5+kMlkUlmPHj2Qk5ODv//+u8r3RkdHo3PnzrCxsYGFhQVWrlyJ1NTUWsfyzDPPqMTh5+eHK1euoKSkpNb7JCIizWD/QVRzTFaItCQ2NhZTp07F2LFjsXfvXiQmJmL06NEoLCzUdWhERKTH2H9QY8ZhYERPYGJiovJNk5eXF37++WcIIaRvpY4dO4amTZuiRYsWFb6nbJvu3btjwoQJUtm1a9fqFNvJkydVXp84cQKtW7eGoaFhnfZLRER1x/6DqO54ZYXoCVxdXXHy5EmkpKQgIyMDEyZMwI0bNzBx4kQkJSVh27ZtiIiIQHh4OAwMDCp8T2lpKVq3bo3Tp09jz549uHz5MmbPno1Tp07VKbbU1FSEh4fj0qVL2LhxI7788ku8++676vjYRERUR+w/iOqOyQrRE0ydOhWGhoZo27YtbGxsUFRUhJ07d+J///sffHx88Pbbb2Ps2LGYNWtWpe9JTU3FW2+9hSFDhuDVV1+Fr68v7t27p/ItWW2MGjUK+fn56NatG0JDQ/Huu+/yIV5ERHqC/QdR3cnEo5NqExERERER6QleWSEiIiIiIr3EZIVID6WmpsLCwqLSpS7TVRIRUcPF/oMaGg4DI9JDxcXFSElJqXS9q6srjIw4mR8REali/0ENDZMVIiIiIiLSSxwGRkREREREeonJChERERER6SUmK0REREREpJeYrBARERERkV5iskJERERERHqJyQoREREREeklJitERERERKSX/h+uWIqqqccmzwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Implementation without FacetGrid\n",
    "\n",
    "fig, axs = plt.subplots(1, 2, figsize=(8, 3), constrained_layout=True)\n",
    "fig.suptitle(\"Numerical Feature Visualization with Seaborn\")\n",
    "\n",
    "axs[0].set_title(\"Histogram Plot\")\n",
    "sns.histplot(data=df.loc[df['sex']=='Female'], x='total_bill', ax=axs[0], label=\"Female\")\n",
    "axs[0].legend()\n",
    "\n",
    "axs[1].set_title(\"Histogram Plot\")\n",
    "sns.histplot(data=df.loc[df['sex']=='Male'], x='total_bill', ax=axs[1], label=\"Male\")\n",
    "axs[1].legend()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "8cfdf0c0-d3ed-4075-8828-2c5bb28a906c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1fee6687820>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid = sns.FacetGrid(df, col=\"sex\")\n",
    "grid.map(sns.histplot, \"total_bill\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "a4fa8d45-b28e-4471-bc13-637dbc64cca4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1fee5ae70a0>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid = sns.FacetGrid(df, col=\"sex\")\n",
    "grid.map(sns.histplot, \"tip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "9b4892f4-af5d-479a-993b-cf8eead4249c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1fee2bb40d0>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "grid = sns.FacetGrid(df, col=\"sex\", row=\"smoker\")\n",
    "grid.map(sns.histplot, \"tip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "ca10e44b-749e-4efd-826f-d2fec3378b33",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1fee411a5e0>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 672.125x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(df, col=\"sex\", hue=\"smoker\")\n",
    "g.map(sns.histplot, \"total_bill\", alpha=.3)\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "5f1da8fe-e804-49a2-9872-5f1f553fd5fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1fee5666a60>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 672.125x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(df, col=\"sex\", hue=\"smoker\")\n",
    "g.map(sns.scatterplot, \"total_bill\", \"tip\", alpha=.5)\n",
    "g.add_legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eeaf72e6-5597-413d-8338-e36ff5edbf90",
   "metadata": {},
   "source": [
    "## Bivariate Plotting For Cat vs Categorical Columns - Grouped Count Plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "fa37774a-adcd-4149-a490-a58869048da7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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eGhHJBgONiGSDgUZEssFAIyLZYKARkWww0IhINhhoRCQbDDQikg0GGhHJBkfb0FBj31n+MtwRTlRX3EOTqfHjx0OhUGDx4sVq7fv374dCodBSVUQNi4EmY8bGxliyZAnu3bun7VKIGgUDTcb8/Pzg4OCA6OjoZ/bZs2cPOnbsCKVSCVdXVyxfvrwRKySqXww0GdPX18eiRYsQGxsrPXTlz1JTUzFq1CiMHj0aFy5cwNy5cxEREYFt27Y1frFE9YCBJnNDhw5F165dMWfOnGrLVqxYAV9fX0RERKBdu3YYP348pkyZgmXLlmmhUqK6Y6C9BJYsWYLt27cjPT1drT09PR3e3t5qbd7e3rh27RoqKysbs0SiesFAewn07t0b/v7+CA8P13YpRA2K96G9JBYvXoyuXbuqPVjF3d0diYmJav0SExPRrl076OvrN3aJRHXGQHtJeHh4YOzYsVi1apXU9vHHH6NHjx6YP38+3n33XSQlJWH16tVYu3atFisl0hwDTUNN8c79efPm4dtvv5XmPT098Y9//AORkZGYP38+HB0dMW/ePIwfP157RRLVgU6fQ6usrERERATc3NxgYmKC1q1bY/78+fjzc12EEIiMjISjoyNMTEzg5+eHa9euabFq3bBt2zbs379frc3V1RVlZWVq79/w4cNx6dIllJeX4+bNm5gxY0YjV0pUf3Q60JYsWYJ169Zh9erVSE9Px5IlS7B06VLExsZKfZYuXYpVq1Zh/fr1SE5OhqmpKfz9/VFaWqrFyolIG3T6kPP06dMYPHgwBgwYAODxHsY333yDM2fOAHi8dxYTE4PPP/8cgwcPBgDs2LEDKpUK+/fvx+jRo7VWOxE1Pp3eQ+vVqxfi4uJw9epVAEBaWhpOnTolPbQ3KysLOTk58PPzk9axtLREz549kZSU9MztlpWVoaioSG0ioqZPp/fQPv30UxQVFaF9+/bQ19dHZWUlFi5ciLFjxwIAcnJyAKDaE8BVKpW07Gmio6MRFRXVcIUTkVbo9B7aP/7xD3z99dfYuXMnfvnlF2zfvh1ffPEFtm/fXqfthoeHo7CwUJqys7PrqWIi0iad3kP75JNP8Omnn0rnwjw8PHDz5k1ER0cjICAADg4OAIDc3Fw4OjpK6+Xm5qJr167P3K5SqYRSqWzQ2omo8en0HtqDBw+gp6deor6+PqqqqgAAbm5ucHBwQFxcnLS8qKgIycnJ8PLyatRaiUj7dHoPbdCgQVi4cCFatmyJjh074ty5c1ixYgWCgoIAAAqFAqGhoViwYAHatm0LNzc3REREwMnJCUOGDNFu8UTU6HQ60GJjYxEREYG///3vyMvLg5OTEyZPnozIyEipz8yZM1FSUoLg4GAUFBTgjTfewOHDh2FsbKzFyolIGxTiz7eNv6SKiopgaWmJwsJCWFhYqC0rLS1FVlYW3Nzc1ELy1jyPRq2xZeSFRv1/NfWs96epaeyH3tSXpvgTvNp63vfzP+n0OTTSjBACfn5+8Pf3r7Zs7dq1sLKyeuoItkRNHQNNhhQKBbZu3Yrk5GRs2LBBas/KysLMmTMRGxuLFi1aaLFCoobBQJMpZ2dnfPnll5gxYwaysrIghMCECRPQp08fdOvWDf369YOZmRlUKhXef/99/P7779K6u3fvhoeHB0xMTGBraws/Pz+UlJRo8dUQ1QwDTcYCAgLg6+uLoKAgrF69GhcvXsSGDRvg4+ODbt26ISUlBYcPH0Zubi5GjRoFALhz5w7GjBmDoKAgpKen4/jx4xg2bBh4qpWaAp2+ykl1t3HjRnTs2BEnTpzAnj17sGHDBnTr1g2LFi2S+mzZsgXOzs64evUqiouLUVFRgWHDhsHFxQXA4xuaiZoC7qHJnL29PSZPngx3d3cMGTIEaWlpOHbsGMzMzKSpffv2AIDMzEx06dIFvr6+8PDwwMiRI7Fp0yY+qJiaDAbaS8DAwAAGBo93xouLizFo0CCcP39ebbp27Rp69+4NfX19HD16FIcOHUKHDh0QGxuLV155BVlZWVp+FUQvxkB7yXh6euLSpUtwdXVFmzZt1CZTU1MAj6+Sent7IyoqCufOnYORkRH27dun5cqJXoyB9pIJCQnB3bt3MWbMGJw9exaZmZn46aefEBgYiMrKSiQnJ2PRokVISUnBrVu3sHfvXuTn58Pd3V3bpRO9EC8KaEhX79x/EScnJyQmJmLWrFno06cPysrK4OLigr59+0JPTw8WFhY4ceIEYmJiUFRUBBcXFyxfvlwaVJNIl/GnT9Dsp0/0mFzeH/70SXfxp09E9FJioBGRbDDQiEg2GGhEJBsMtBritZOn4/tCuoSB9gL6+voAgPLyci1XopsePHgAADA0NNRyJUS8D+2FDAwM0KxZM+Tn58PQ0LDaQ1teVkIIPHjwAHl5ebCyspKCn0ibGGgvoFAo4OjoiKysLNy8eVPb5egcKysr6XGCRNrGQKsBIyMjtG3bloed/8HQ0JB7ZqRTGGg1pKen16TvhCd6GfCEEBHJBgONiGSDgUZEssFAIyLZYKARkWww0IhINhhoRCQbDDQikg0GGhHJBgONiGSDgUZEssFAIyLZYKARkWww0IhINnQ+0P7973/jb3/7G2xtbWFiYgIPDw+kpKRIy4UQiIyMhKOjI0xMTODn54dr165psWIi0hadDrR79+7B29sbhoaGOHToEC5fvozly5fD2tpa6rN06VKsWrUK69evR3JyMkxNTeHv74/S0lItVk5E2qDTAzwuWbIEzs7O2Lp1q9Tm5uYm/S2EQExMDD7//HMMHjwYALBjxw6oVCrs378fo0ePbvSaiUh7dHoP7X//93/x6quvYuTIkbC3t0e3bt2wadMmaXlWVhZycnLg5+cntVlaWqJnz55ISkp65nbLyspQVFSkNhFR06fTe2i//vor1q1bh7CwMHz22Wc4e/Yspk2bBiMjIwQEBCAnJwcAoFKp1NZTqVTSsqeJjo5GVFRUg9ZO1BhuzfPQdgkaaxl5od63qdN7aFVVVfD09MSiRYvQrVs3BAcHY9KkSVi/fn2dthseHo7CwkJpys7OrqeKiUibdDrQHB0d0aFDB7U2d3d33Lp1CwCkx6fl5uaq9cnNzX3uo9WUSiUsLCzUJiJq+jQKNB8fHxQUFFRrLyoqgo+PT11rknh7eyMjI0Ot7erVq3BxcQHw+AKBg4MD4uLi1GpITk6Gl5dXvdVBRE2DRufQjh8//tRnVJaWluLkyZN1LuqJ6dOno1evXli0aBFGjRqFM2fOYOPGjdi4cSOAxw8BDg0NxYIFC9C2bVu4ubkhIiICTk5OGDJkSL3VQURNQ60C7V//+pf09+XLl9VOvFdWVuLw4cP4r//6r3orrkePHti3bx/Cw8Mxb948uLm5ISYmBmPHjpX6zJw5EyUlJQgODkZBQQHeeOMNHD58mM/QJHoJKYQQoqad9fT0oFAoADy+B+w/mZiYIDY2FkFBQfVXYSMoKiqCpaUlCgsLeT7tJdX9kx3aLkEj+8yXabsEjdX0Kmdtvp+12kPLysqCEAKtWrXCmTNnYGdnJy0zMjKCvb099PX1a7NJIqJ6U6tAe3IyvqqqqkGKISKqC41vrL127RqOHTuGvLy8agEXGRlZ58KIiGpLo0DbtGkTPvzwQzRv3hwODg7SeTXg8ZVHBhoRaYNGgbZgwQIsXLgQs2bNqu96iIg0ptGNtffu3cPIkSPruxYiojrRaA9t5MiROHLkCD744IP6rqdJaKqX+AEgddk4bZdA1GA0CrQ2bdogIiICP//8Mzw8PGBoaKi2fNq0afVSHBFRbWgUaBs3boSZmRkSEhKQkJCgtkyhUDDQiEgrNAq0rKys+q6DiKjOdHr4ICKi2tBoD+1Fv9XcsmWLRsUQEdWFRoF27949tflHjx7h4sWLKCgoqNfx0IiIakOjQNu3b1+1tqqqKnz44Ydo3bp1nYsiItJEvZ1D09PTQ1hYGFauXFlfmyQiqpV6vSiQmZmJioqK+twkEVGNaXTIGRYWpjYvhMCdO3dw8OBBBAQE1EthRES1pVGgnTt3Tm1eT08PdnZ2WL58eZMbrZaI5EOjQDt27Fh910FEVGd1enJ6fn6+9Ji5V155RW1IbiKixqbRRYGSkhIEBQXB0dERvXv3Ru/eveHk5IQJEybgwYMH9V0jEVGNaBRoYWFhSEhIwIEDB1BQUICCggJ8//33SEhIwMcff1zfNRIR1YhGh5x79uzB7t278fbbb0tt/fv3h4mJCUaNGoV169bVV31ERDWm0R7agwcPoFKpqrXb29vzkJOItEajQPPy8sKcOXNQWloqtT18+BBRUVHw8vKqt+KIiGpDo0POmJgY9O3bFy1atECXLl0AAGlpaVAqlThy5Ei9FkhEVFMaBZqHhweuXbuGr7/+GleuXAEAjBkzBmPHjoWJiUm9FkhEVFMaBVp0dDRUKhUmTZqk1r5lyxbk5+fz8XZEpBUanUPbsGED2rdvX629Y8eOWL9+fZ2LIiLShEaBlpOTA0dHx2rtdnZ2uHPnTp2LIiLShEaB5uzsjMTExGrtiYmJcHJyqnNRRESa0Ogc2qRJkxAaGopHjx5JQ27HxcVh5syZ/KUAEWmNRoH2ySef4I8//sDf//53lJeXAwCMjY0xa9YshIeH12uBREQ1pVGgKRQKLFmyBBEREUhPT4eJiQnatm0LpVJZ3/UREdVYnYbgNjMzQ48ePdCpU6dGCbPFixdDoVAgNDRUaistLUVISAhsbW1hZmaG4cOHIzc3t8FrISLd02QeNHz27Fls2LABnTt3VmufPn06Dhw4gO+++w4JCQm4ffs2hg0bpqUqiUibmkSgFRcXY+zYsdi0aROsra2l9sLCQmzevBkrVqyAj48Punfvjq1bt+L06dP4+eeftVgxEWlDkwi0kJAQDBgwAH5+fmrtqampePTokVp7+/bt0bJlSyQlJT1ze2VlZSgqKlKbiKjpq9MQ3I1h165d+OWXX3D27Nlqy3JycmBkZAQrKyu1dpVKhZycnGduMzo6GlFRUfVdKhFpmU7voWVnZ+Ojjz7C119/DWNj43rbbnh4OAoLC6UpOzu73rZNRNqj04GWmpqKvLw8eHp6wsDAAAYGBkhISMCqVatgYGAAlUqF8vJyFBQUqK2Xm5sLBweHZ25XqVTCwsJCbSKipk+nDzl9fX1x4cIFtbbAwEC0b98es2bNgrOzMwwNDREXF4fhw4cDADIyMnDr1i0ONEn0EtLpQDM3N0enTp3U2kxNTWFrayu1T5gwAWFhYbCxsYGFhQWmTp0KLy8vvP7669oomYi0SKcDrSZWrlwJPT09DB8+HGVlZfD398fatWu1XRYRaUGTC7Tjx4+rzRsbG2PNmjVYs2aNdgoiIp2h0xcFiIhqg4FGRLLBQCMi2WCgEZFsMNCISDYYaEQkGww0IpINBhoRyQYDjYhko8n9UoDq5tY8D22XoJGWkRde3IleetxDIyLZYKARkWww0IhINhhoRCQbDDQikg0GGhHJBgONiGSDgUZEssFAIyLZYKARkWww0IhINhhoRCQbDDQikg0GGhHJBgONiGSDgUZEssFAIyLZYKARkWww0IhINhhoRCQbDDQikg0GGhHJBgONiGSDgUZEsqHTgRYdHY0ePXrA3Nwc9vb2GDJkCDIyMtT6lJaWIiQkBLa2tjAzM8Pw4cORm5urpYqJSJt0OtASEhIQEhKCn3/+GUePHsWjR4/Qp08flJSUSH2mT5+OAwcO4LvvvkNCQgJu376NYcOGabFqItIWA20X8DyHDx9Wm9+2bRvs7e2RmpqK3r17o7CwEJs3b8bOnTvh4+MDANi6dSvc3d3x888/4/XXX9dG2USkJTq9h/afCgsLAQA2NjYAgNTUVDx69Ah+fn5Sn/bt26Nly5ZISkp65nbKyspQVFSkNhFR09dkAq2qqgqhoaHw9vZGp06dAAA5OTkwMjKClZWVWl+VSoWcnJxnbis6OhqWlpbS5Ozs3JClE1EjaTKBFhISgosXL2LXrl113lZ4eDgKCwulKTs7ux4qJCJt0+lzaE9MmTIFP/zwA06cOIEWLVpI7Q4ODigvL0dBQYHaXlpubi4cHByeuT2lUgmlUtmQJRORFuj0HpoQAlOmTMG+ffsQHx8PNzc3teXdu3eHoaEh4uLipLaMjAzcunULXl5ejV0uEWmZTu+hhYSEYOfOnfj+++9hbm4unReztLSEiYkJLC0tMWHCBISFhcHGxgYWFhaYOnUqvLy8eIWT6CWk04G2bt06AMDbb7+t1r5161aMHz8eALBy5Uro6elh+PDhKCsrg7+/P9auXdvIlRKRLtDpQBNCvLCPsbEx1qxZgzVr1jRCRUSky3T6HBoRUW0w0IhINhhoRCQbDDQikg0GGhHJBgONiGSDgUZEssFAIyLZYKARkWww0IhINhhoRCQbDDQikg0GGhHJBgONiGSDgUZEssFAIyLZYKARkWww0IhINhhoRCQbDDQikg0GGhHJBgONiGSDgUZEssFAIyLZYKARkWww0IhINhhoRCQbDDQikg0GGhHJBgONiGSDgUZEssFAIyLZYKARkWww0IhINhhoRCQbsgm0NWvWwNXVFcbGxujZsyfOnDmj7ZKIqJHJItC+/fZbhIWFYc6cOfjll1/QpUsX+Pv7Iy8vT9ulEVEjkkWgrVixApMmTUJgYCA6dOiA9evXo1mzZtiyZYu2SyOiRmSg7QLqqry8HKmpqQgPD5fa9PT04Ofnh6SkpKeuU1ZWhrKyMmm+sLAQAFBUVFSj/1lZ9rAOFWvXfcNKbZegkZp+Nppqqp9pU/08gZp/pk/6CSFe2LfJB9rvv/+OyspKqFQqtXaVSoUrV648dZ3o6GhERUVVa3d2dm6QGnVJJ20XoKloS21XoJOa7OcJ1PozvX//Piwtn79Okw80TYSHhyMsLEyar6qqwt27d2FrawuFQqHFyhpWUVERnJ2dkZ2dDQsLC22XQ3X0snyeQgjcv38fTk5OL+zb5AOtefPm0NfXR25urlp7bm4uHBwcnrqOUqmEUqlUa7OysmqoEnWOhYWFrL8AL5uX4fN80Z7ZE03+ooCRkRG6d++OuLg4qa2qqgpxcXHw8vLSYmVE1Nia/B4aAISFhSEgIACvvvoqXnvtNcTExKCkpASBgYHaLo2IGpEsAu3dd99Ffn4+IiMjkZOTg65du+Lw4cPVLhS87JRKJebMmVPtcJuaJn6e1SlETa6FEhE1AU3+HBoR0RMMNCKSDQYaEckGA41eyNXVFTExMdoug2rgxo0bUCgUOH/+vLZL0QoGmo4ZP348FApFten69evaLo0ayJPP/IMPPqi2LCQkBAqFAuPHj2/8wpogBpoO6tu3L+7cuaM2ubm5abssakDOzs7YtWsXHj78vx/Jl5aWYufOnWjZsqUWK2taGGg6SKlUwsHBQW3S19fH999/D09PTxgbG6NVq1aIiopCRUWFtJ5CocCGDRswcOBANGvWDO7u7khKSsL169fx9ttvw9TUFL169UJmZqa0TmZmJgYPHgyVSgUzMzP06NED//znP59bX0FBASZOnAg7OztYWFjAx8cHaWlpDfZ+vAw8PT3h7OyMvXv3Sm179+5Fy5Yt0a1bN6nt8OHDeOONN2BlZQVbW1sMHDhQ7fN8mosXL6Jfv34wMzODSqXC+++/j99//73BXos2MdCaiJMnT2LcuHH46KOPcPnyZWzYsAHbtm3DwoUL1frNnz8f48aNw/nz59G+fXu89957mDx5MsLDw5GSkgIhBKZMmSL1Ly4uRv/+/REXF4dz586hb9++GDRoEG7duvXMWkaOHIm8vDwcOnQIqamp8PT0hK+vL+7evdtgr/9lEBQUhK1bt0rzW7ZsqfZrl5KSEoSFhSElJQVxcXHQ09PD0KFDUVVV9dRtFhQUwMfHB926dUNKSgoOHz6M3NxcjBo1qkFfi9YI0ikBAQFCX19fmJqaStOIESOEr6+vWLRokVrf//7v/xaOjo7SPADx+eefS/NJSUkCgNi8ebPU9s033whjY+Pn1tCxY0cRGxsrzbu4uIiVK1cKIYQ4efKksLCwEKWlpWrrtG7dWmzYsKHWr5cef+aDBw8WeXl5QqlUihs3bogbN24IY2NjkZ+fLwYPHiwCAgKeum5+fr4AIC5cuCCEECIrK0sAEOfOnRNCCDF//nzRp08ftXWys7MFAJGRkdGQL0srZPHTJ7n5y1/+gnXr1knzpqam6Ny5MxITE9X2yCorK1FaWooHDx6gWbNmAIDOnTtLy5/89MvDw0OtrbS0FEVFRbCwsEBxcTHmzp2LgwcP4s6dO6ioqMDDhw+fuYeWlpaG4uJi2NraqrU/fPjwhYc+9Hx2dnYYMGAAtm3bBiEEBgwYgObNm6v1uXbtGiIjI5GcnIzff/9d2jO7desWOnWqPjpaWloajh07BjMzs2rLMjMz0a5du4Z5MVrCQNNBpqamaNOmjVpbcXExoqKiMGzYsGr9jY2Npb8NDQ2lv5+M7fa0tidfhBkzZuDo0aP44osv0KZNG5iYmGDEiBEoLy9/am3FxcVwdHTE8ePHqy17mYZgaihBQUHSKYE1a9ZUWz5o0CC4uLhg06ZNcHJyQlVVFTp16vTcz2vQoEFYsmRJtWWOjo71W7wOYKA1EZ6ensjIyKgWdHWVmJiI8ePHY+jQoQAefwFu3Ljx3DpycnJgYGAAV1fXeq2FHl/hLi8vh0KhgL+/v9qyP/74AxkZGdi0aRPefPNNAMCpU6eeuz1PT0/s2bMHrq6uMDCQ/9edFwWaiMjISOzYsQNRUVG4dOkS0tPTsWvXLnz++ed12m7btm2xd+9enD9/HmlpaXjvvfeeeYIZAPz8/ODl5YUhQ4bgyJEjuHHjBk6fPo3Zs2cjJSWlTrUQoK+vj/T0dFy+fBn6+vpqy6ytrWFra4uNGzfi+vXriI+PVxt5+WlCQkJw9+5djBkzBmfPnkVmZiZ++uknBAYGorKy6T6P4FkYaE2Ev78/fvjhBxw5cgQ9evTA66+/jpUrV8LFxaVO212xYgWsra3Rq1cvDBo0CP7+/vD09Hxmf4VCgR9//BG9e/dGYGAg2rVrh9GjR+PmzZscrqmePGsEWj09PezatQupqano1KkTpk+fjmXLlj13W05OTkhMTERlZSX69OkDDw8PhIaGwsrKCnp68vv6c/ggIpIN+UU0Eb20GGhEJBsMNCKSDQYaEckGA42IZIOBRkSywUAjItlgoBGRbDDQiEg2GGhEJBsMNCKSDQYaNSm7d++Gh4cHTExMYGtrCz8/P5SUlAAAvvrqK7i7u8PY2Bjt27fH2rVrpfWCgoLQuXNnlJWVAQDKy8vRrVs3jBs3TiuvgxqIlkfMJaqx27dvCwMDA7FixQqRlZUl/vWvf4k1a9aI+/fvi//5n/8Rjo6OYs+ePeLXX38Ve/bsETY2NmLbtm1CCCHu378vWrVqJUJDQ4UQQsyYMUO4urqKwsJCbb4kqmcMNGoyUlNTBQBx48aNastat24tdu7cqdY2f/584eXlJc2fPn1aGBoaioiICGFgYCBOnjzZ4DVT4+LwQdRkVFZWwt/fH2fOnIG/vz/69OmDESNGwMjICGZmZjAxMVEb46uiogKWlpbIzc2V2j777DNER0dj1qxZWLx4sTZeBjUg+Y/JS7Khr6+Po0eP4vTp0zhy5AhiY2Mxe/ZsHDhwAACwadMm9OzZs9o6T1RVVSExMRH6+vp8Er1M8aIANSkKhQLe3t6IiorCuXPnYGRkhMTERDg5OeHXX39FmzZt1KY/P3F+2bJluHLlChISEnD48GG1Z2CSPHAPjZqM5ORkxMXFoU+fPrC3t0dycjLy8/Ph7u6OqKgoTJs2DZaWlujbty/KysqQkpKCe/fuISwsDOfOnUNkZCR2794Nb29vrFixAh999BHeeusttGrVStsvjeqLtk/iEdXU5cuXhb+/v7CzsxNKpVK0a9dO7YHIX3/9tejataswMjIS1tbWonfv3mLv3r3i4cOHokOHDiI4OFhte3/9619Fr169REVFRWO/FGogvChARLLBc2hEJBsMNCKSDQYaEckGA42IZIOBRkSywUAjItlgoBGRbDDQiEg2GGhEJBsMNCKSDQYaEcnG/wN3+mSQlfySLwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 300x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(3,3))\n",
    "\n",
    "ax.set_title(\"Count Plot\")\n",
    "sns.countplot(data=df, x='sex', hue='smoker', ax=ax)\n",
    "\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
